Pith. sign in

Paper Citation Record · LEDGER

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild

As of 7 August 2026, this Paper Citation Record lists 96 of 96 outbound references and 0 inbound Pith citation observations for arXiv:2604.08287.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2604.08287 v2

Coverage vector

measured 96 of 96 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-10T18:38:02.818447Z

measured 96 of 96 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

96 of 96 outbound references displayed

  • verified exact1
  • verified fuzzy86
  • unresolved9
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 30ba7542-3372-4d90-9c0f-c7e66144f905 · outbound

This paper cites an unresolved cited work.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-05-16T17:03:08.772026Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:7e2bb61e2d474efb30d1779285dbab6f7b714bac804593cc26973d16f87ed725

Observation 673c7f52-e6dd-4c57-b950-9b908126a278 · outbound

This paper cites an unresolved cited work.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-05-16T17:03:08.862176Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:8d6bbdc12cc520f01e93232ad4278e8d775b49c3da13a72d190e7a85b048f549

Observation b0c9f894-d6ea-4bed-b4c3-5c9e36209e96 · outbound

This paper cites [ 65] leverages SAM to capture motion cues from optical flow, and uses the flow as input prompts.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild [ 65] leverages SAM to capture motion cues from optical flow, and uses the flow as input prompts

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.864859Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:6479b14cfa68f7b6760193e36d6abaff8758e7275f434c5725878e75d144e189

Observation ac906569-af4f-4527-829c-d6ec7f7c46ea · outbound

This paper cites Self” refers to training and testing on the same dataset (same as diagonal), and “Mean Others.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Self” refers to training and testing on the same dataset (same as diagonal), and “Mean Others

Reference 4

Resolution
verified exact
arxiv_id, observed 2026-05-11T00:15:53.139337Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:224ced883563adb764c64fb69975411877f4ca38c8d4859e62a090be0060fa7f

Observation 5d237ecb-0248-4147-b536-3b0c76a76248 · outbound

This paper cites Mean Others.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Mean Others

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.867428Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:ec394806eb83ae2ad818962921ccdde0dc1427ee6edfbff5689d8f2b6e6376ce

Observation 602c39e3-1f4d-4272-8780-b36fa5cd97a7 · outbound

This paper cites an unresolved cited work.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-05-16T17:03:08.873312Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:8fec0bccd37e21ea730ce0ea7f06799a0c086d5e3823555313437941e1fb80fa

Observation d9e8ac41-ec1b-4833-af69-8fde3e90c6f9 · outbound

This paper cites Nguyen, Zhongliang Nie, Minh- Triet Tran, and Akihiro Sugimoto.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Nguyen, Zhongliang Nie, Minh- Triet Tran, and Akihiro Sugimoto

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.875391Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:faec5e06d82aafb7fbcc1e8363c3498a878fe712e2884dceb92b28d4e3e9ffc8

Observation 7887b08f-e56a-47d6-a6fc-1db3bca20ae0 · outbound

This paper cites Animal camouflage analysis: Chameleon database.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Animal camouflage analysis: Chameleon database

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.910645Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:44c263d02e1a660b004d21f56c6e73d1c5aff8e0b8bfee08b4edf3b5235c5ebf

Observation 9bd3e3ad-9efe-46a1-984c-4f55f8e62921 · outbound

This paper cites Camouflaged object detec- tion.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Camouflaged object detec- tion

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.843284Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:eece36d5edbe598f7a44440e89394696476f6e614ee0b6241e71562238a5ead5

Observation c11fbf87-1d17-421d-a6d9-0847e874f2b0 · outbound

This paper cites Simultaneously localize, segment and rank the camouflaged objects.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Simultaneously localize, segment and rank the camouflaged objects

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.828063Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:47ce06ec46da2b5f23eb831da5d2a48bb8862b3ec4e29a022856a4cee332a0be

Observation c02462ff-a10c-467b-93b0-c4bd93d647e5 · outbound

This paper cites Learned-Miller.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Learned-Miller

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.692385Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:c8eb0db1f645f1863f4180bf1a23395de842a3285b94dd0046ee1460a4f2b266

Observation 5c4ed827-d3f5-41b4-ab7d-227a1d8d0660 · outbound

This paper cites Implicit motion handling for video camouflaged object detection.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Implicit motion handling for video camouflaged object detection

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.699408Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:dce158de96309abaaf0800ea4d67644ba8daa29573761ffe0d879e19f29b2898

Observation 5357a641-cea1-4815-bde7-bbccd2636824 · outbound

This paper cites Betrayed by motion: Camouflaged object discovery via motion segmentation.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Betrayed by motion: Camouflaged object discovery via motion segmentation

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.825628Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:887012d1ec3a2a8f5e89c9b59ac6739709f1e451895623a2560395eea951cbea

Observation 83a5bf1d-b4e4-487c-b1e2-b0f676cfe74d · outbound

This paper cites an unresolved cited work.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-05-16T17:03:08.832163Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:42d84c2d4d1eb91b2d4d2d69e8400f4707cc1b3193ada5c928c4645cea3361ab

Observation a1b93071-b6e0-4242-b172-d3b083fb18ba · outbound

This paper cites Context-aware cross-level fusion network for camouflaged object detection.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Context-aware cross-level fusion network for camouflaged object detection

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.836477Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:697fb618fb0200a341827fbb92d4477ad5ef245c3c859004fc4ae3fb0b5bae74

Observation 9b1c3a8f-8d9c-4786-a51d-8a0c71ceac68 · outbound

This paper cites Preynet: Preying on cam- ouflaged objects.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Preynet: Preying on cam- ouflaged objects

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.853456Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:a590b87965b2dab1433ab6873ffb6af6f03423385975382674de8cc3fefc5c34

Observation c8109833-e77e-4ac4-a4d2-ae7c1d91a01b · outbound

This paper cites ZoomNeXt: A unified collaborative pyramid network for camouflaged object detection.IEEE Transactions on Pattern Analysis and Machine Intelligence, 46:9205–9220.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild ZoomNeXt: A unified collaborative pyramid network for camouflaged object detection.IEEE Transactions on Pattern Analysis and Machine Intelligence, 46:9205–9220

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.802996Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:b60f099ea7c63aa2bd31097ae30f7112ccc4d07588bea9dab0c0b1e7d8a02b6b

Observation 09f12274-26c2-4a82-9712-f3131ac3e550 · outbound

This paper cites Camouflaged object detection with adaptive partition and background retrieval.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Camouflaged object detection with adaptive partition and background retrieval

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.731715Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:08c8eb4b10507d378e79108a769b56b808c12c42bad2df11d84b20efecd9690e

Observation 108da02a-a8d1-4ef8-86e6-178b9d223e6f · outbound

This paper cites Zoom in and out: A mixed-scale triplet network for camouflaged object detection.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Zoom in and out: A mixed-scale triplet network for camouflaged object detection

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.848410Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:c981a499343029a1cf8c992e63beba652fe88adc5ca3d40ff7fc25f5f58bb318

Observation 27a06518-9dfc-4041-b229-7b83d3fc379f · outbound

This paper cites Uncertainty-aware joint salient object and camouflaged object detection.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Uncertainty-aware joint salient object and camouflaged object detection

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.906132Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:1fc0bd37186573288c4f5442529d48cedc6e44c8bcd58a8cccc38278532e315a

Observation 674e4486-69ae-4b53-85b0-0e42fe1a2397 · outbound

This paper cites Mutual graph learning for camouflaged object detection.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Mutual graph learning for camouflaged object detection

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.774073Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:bfbe5235c345833cad47c342798b7ac494c5f7cdb866fad194a7d0f2d66af40d

Observation 0a223885-f815-43ad-98c4-5596102779b3 · outbound

This paper cites Findnet: Can you find me? boundary-and-texture enhancement network for cam- ouflaged object detection.IEEE Transactions on Image Processing, 31:6396–6411.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Findnet: Can you find me? boundary-and-texture enhancement network for cam- ouflaged object detection.IEEE Transactions on Image Processing, 31:6396–6411

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.767499Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:652207d8c3807c433ed6dde8308a938efa31499bbcf422e4171d3ef5af385724

Observation 605e9143-5b90-45bf-9b93-662e6a6f0e13 · outbound

This paper cites Camouflaged object detection with feature decomposition and edge reconstruction.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Camouflaged object detection with feature decomposition and edge reconstruction

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.807452Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:3420ee58ed05cd02bc3be35f22be3ffcac4baf71e65f61cbacc91b9f41765c88

Observation 3f7feadd-7ba4-439e-92fe-95cc2e850d9e · outbound

This paper cites Strategic preys make acute predators: Enhancing camouflaged object detectors by generating camouflaged objects.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Strategic preys make acute predators: Enhancing camouflaged object detectors by generating camouflaged objects

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.754166Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:ae3d510dc555695e2354f7505ed2a706a06a7711650fcd1282d64ee4ea31b7e9

Observation bc36c11b-272b-4edd-bd50-4993848118ee · outbound

This paper cites Nowhere to disguise: Spot camouflaged objects via saliency attribute transfer.IEEE Transactions on Image Processing, 32:3108–3120.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Nowhere to disguise: Spot camouflaged objects via saliency attribute transfer.IEEE Transactions on Image Processing, 32:3108–3120

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.859446Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:fa1d2b7610b1e00d8077a454ab674d9ebb7cffbf8ea0a70111fee9c22f755138

Observation fee780f7-1024-451e-a1ad-97b6aa836f3e · outbound

This paper cites Feature aggregation and propagation network for cam- ouflaged object detection.IEEE Transactions on Image JOURNAL OF LATEX CLASS FILES, VOL.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Feature aggregation and propagation network for cam- ouflaged object detection.IEEE Transactions on Image JOURNAL OF LATEX CLASS FILES, VOL

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.751864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:b9aa4b41a0d8e58fc256b746d86241890c81bd07e7efe7760b85d75294ba9348

Observation c609138e-382c-4fcf-a61f-52814c807627 · outbound

This paper cites A simple yet effective network based on vision transformer for camouflaged object and salient object detection.IEEE Transactions on Image Processing, 34:608–622.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild A simple yet effective network based on vision transformer for camouflaged object and salient object detection.IEEE Transactions on Image Processing, 34:608–622

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.811855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:403c0770ca4d788992de7b8f13faad8733cd58823f79704cd172c8eac65226e6

Observation d5e320fc-3150-4866-964b-728062bf00ff · outbound

This paper cites Escnet:edge-semantic collaborative network for camouflaged object detection.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Escnet:edge-semantic collaborative network for camouflaged object detection

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.809669Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:c74bb760104b4fa5d3e4505a70caaf49064c2538807dc528aa38bf87a50d60fe

Observation c1893ba2-09bf-4f53-957b-4faf2ce8b599 · outbound

This paper cites Predictive uncertainty estimation for camouflaged object detection.IEEE Transactions on Image Processing, 32:3580–3591.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Predictive uncertainty estimation for camouflaged object detection.IEEE Transactions on Image Processing, 32:3580–3591

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.749716Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:02571427485297efd389c6cbfa0ab6f2972a80b9a8b5f67c7cb048f3304926ab

Observation d9ea7309-033f-412f-949a-4c272b76cbfe · outbound

This paper cites Detecting camouflaged object in frequency domain.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Detecting camouflaged object in frequency domain

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.776698Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:449fdfd6c46216add9fd18ed8fdadc17f6c4a755d09092e0b9c79feef67b0fee

Observation 16d9211e-0bf1-4fb3-81d2-0f22a4b5fa52 · outbound

This paper cites Frequency-spatial entanglement learning for camouflaged object detection.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Frequency-spatial entanglement learning for camouflaged object detection

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.733776Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:a2e1bd9672a5ad1b102d3aca3530e6cd0deb68951bc4dcfd13f8787704ef4a3b

Observation 8d1594c3-5cb5-40ef-9721-cf77ba63ee38 · outbound

This paper cites Huntnet: Homomorphic unified nexus topol- ogy for camouflaged object detection.IEEE Transactions on Image Processing, 34:6068–6082.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Huntnet: Homomorphic unified nexus topol- ogy for camouflaged object detection.IEEE Transactions on Image Processing, 34:6068–6082

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.880002Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:db7e7c6bf699bb575e3e39011e9a8686441b723fb8d706595d32df594f2941dc

Observation 58254e8d-6885-4074-a5cb-b64e1bfa2e67 · outbound

This paper cites Source-free depth for object pop-out.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Source-free depth for object pop-out

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.883979Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:cee0a6895553af331a71923f35d4ad0164cdfd9580822c95e536b730a5828f8a

Observation ba1db341-cc47-4809-8502-40a602b58cc1 · outbound

This paper cites Improving sam for camouflaged object detection via dual stream adapters.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Improving sam for camouflaged object detection via dual stream adapters

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.727311Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:5d42a270ce4f0c7b85130b8407b703a07525e2014ded216f8b09b6d7f7d0c268

Observation 2776def3-0360-45f2-aadb-1a5f24a076a1 · outbound

This paper cites Focusdiffuser: Perceiving local disparities for camouflaged object detection.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Focusdiffuser: Perceiving local disparities for camouflaged object detection

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.729456Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:a3a132240be5437e61a4ee77e615dcdd2d4d6ae7edc0d67d21f16b91c94fee7a

Observation e2cecbc6-022f-42e8-84bc-9954cc9a3e9e · outbound

This paper cites Conditional diffusion models for camouflaged and salient object detection.IEEE Transactions on Pattern Analysis and Machine Intelligence, 47:2833–2848.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Conditional diffusion models for camouflaged and salient object detection.IEEE Transactions on Pattern Analysis and Machine Intelligence, 47:2833–2848

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.779311Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:5ade478d7f20b31291d6a6e7b7b5c2cbf9a7d0cb11eaee4740c6fe027a046897

Observation 2653b672-fe16-4d6c-bc8a-72e854043278 · outbound

This paper cites Continuous feature representation for camouflaged object detection.IEEE Transactions on Image Processing, 34:5672–5685.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Continuous feature representation for camouflaged object detection.IEEE Transactions on Image Processing, 34:5672–5685

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.823247Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:3aeb5c79374034bad09f809b14a44928737a8e9403cb25eb13a7bd22c0a88d84

Observation 287b32cd-1900-4646-8dfa-64d8034366d5 · outbound

This paper cites Controllable-lpmoe: Adapting to challenging object seg- mentation via dynamic local priors from mixture-of-experts.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Controllable-lpmoe: Adapting to challenging object seg- mentation via dynamic local priors from mixture-of-experts

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.704249Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:133f80d3ff58098dde9a33e873a69858140b5b26e18e63243ef9306a1312b173

Observation 48a39ad4-aec4-4c39-86e6-e242da455e73 · outbound

This paper cites an unresolved cited work.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-05-16T17:03:08.715142Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:30be3264538ec6a4e370f84d1191532acea584373d5c98be071433dab429147d

Observation 0fec727f-d786-4f44-9907-24125d388e92 · outbound

This paper cites Weakly- supervised concealed object segmentation with sam-based pseudo labeling and multi-scale feature grouping.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Weakly- supervised concealed object segmentation with sam-based pseudo labeling and multi-scale feature grouping

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.701964Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:bef08dfedb02acb4d17e4106cd0fc50ec2355a1fea594b87ae8de2e0daab606d

Observation 97491f61-c312-4784-aaf6-8499f2c840ab · outbound

This paper cites SAM-COD: sam-guided unified framework for weakly- supervised camouflaged object detection.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild SAM-COD: sam-guided unified framework for weakly- supervised camouflaged object detection

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.707439Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:a452b1533d81c7ee6d36a06d0f72f60ead351f29957298b9846961e005383d78

Observation 46f90624-5018-4ea0-8744-f7c6a50879ba · outbound

This paper cites Segment concealed objects with incomplete supervision.IEEE Transactions on Pattern Analysis and Machine Intelligence, 47:7832–7851.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Segment concealed objects with incomplete supervision.IEEE Transactions on Pattern Analysis and Machine Intelligence, 47:7832–7851

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.888988Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:a77b291af8fb6a795f1f8d56b4e74d9ad1568b8dea4155fa4188b0ff3e86f320

Observation 43bd4fa8-6e44-47aa-8e35-2e224a1d8d6b · outbound

This paper cites Just a hint: Point-supervised camouflaged object detection.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Just a hint: Point-supervised camouflaged object detection

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.769786Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:395e686978c7b79788d7218b4abc58f516d28870b7cb0c2a0aea7899f4cd4c59

Observation c289af8b-f0fb-45d7-bffa-7ae79a4cca84 · outbound

This paper cites Learning camouflaged object detection from noisy pseudo label.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Learning camouflaged object detection from noisy pseudo label

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.785060Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:ab3a7dbb3d9f0c7eeaf882d21c41dfc4ce12c1495f5c2aafc44889d196ecc48d

Observation 23f1ca76-177b-4bcb-950f-b20abc781fc1 · outbound

This paper cites Camoteacher: Dual-rotation consistency learning for semi-supervised camouflaged object detection.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Camoteacher: Dual-rotation consistency learning for semi-supervised camouflaged object detection

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.896465Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:193ee5e713d74d6d2a78fd46e6df6279b170c767a547f77f052266f1e6725340

Observation 417cc6a1-91a2-413e-80e4-71478fd80b13 · outbound

This paper cites UCOD-DPL: unsupervised camouflaged object detection via dynamic pseudo-label learning.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild UCOD-DPL: unsupervised camouflaged object detection via dynamic pseudo-label learning

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.712384Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:45ce933f62dcf1ff13eb282a24270cab6860ef9d3e94b9f293355b1eec3e347e

Observation 5a6afdf1-1c22-4b3d-8473-261600e07104 · outbound

This paper cites Shift the lens: Environment-aware unsupervised camouflaged object de- tection.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Shift the lens: Environment-aware unsupervised camouflaged object de- tection

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.743125Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:fa42356c875ee97d0ca9f523264770d5af8425e05dac702e5e9f260ffe153445

Observation 2a333e03-01f2-4727-9542-bcc788a24635 · outbound

This paper cites Beyond single images: Retrieval self-augmented unsupervised cam- ouflaged object detection.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Beyond single images: Retrieval self-augmented unsupervised cam- ouflaged object detection

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.709709Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:f460b2214a424370c776f6740eda1caa666873769e5750ed4891a327bc23f4ea

Observation 4386f4f6-a8d3-4c3b-869c-894aebbcba74 · outbound

This paper cites Zero-shot camouflaged object detection.IEEE Transactions on Image Processing, 32:5126– 5137.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Zero-shot camouflaged object detection.IEEE Transactions on Image Processing, 32:5126– 5137

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.722493Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:d6435eedf0cf4d1693d089a1124ff800b9c54ca1691539981029a3bc9df1ee16

Observation 3ff6a1ec-92c4-4e8d-a3dc-5ed6e75bec79 · outbound

This paper cites Upgen: Unleashing potential of foundation models for training- free camouflage detection via generative models.IEEE Transactions on Image Processing, 34:5400–5413.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Upgen: Unleashing potential of foundation models for training- free camouflage detection via generative models.IEEE Transactions on Image Processing, 34:5400–5413

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.687781Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:cd4936c75018e597c859af35fccbe1f524fed2cacbff87a942448b2e389d2b1d

Observation d9611c6f-8c46-4138-87bc-9ef76d4273f3 · outbound

This paper cites Towards real zero-shot camouflaged object segmentation without camouflaged annotations.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Towards real zero-shot camouflaged object segmentation without camouflaged annotations

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.690163Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:1083664b52ee932311c1a4ae5a6501b3387a831770a8a8024fabc22fea29d5c8

Observation 605291b9-ca0f-4fa4-945b-d4ef3a497f6d · outbound

This paper cites Self-supervised video object segmentation by motion grouping.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Self-supervised video object segmentation by motion grouping

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.694713Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:7af112ff70c280a3b9a5ca599f174f81ea0143ca533d94431651f22bd2702141

Observation e3a584a1-18c4-41f4-bd1c-5385be0f034f · outbound

This paper cites Segmenting moving objects via an object-centric layered representation.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Segmenting moving objects via an object-centric layered representation

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.719870Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:ee692bf885cfcc29aca7f32a1d97a958730606585e2349974800178d8296b9a7

Observation 2753d481-3d3b-4ea7-a28d-f707144704f3 · outbound

This paper cites EM-Driven unsupervised learning for efficient motion segmentation.IEEE Transactions on Pattern Analysis and Machine Intelligence, 45:4462–4473.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild EM-Driven unsupervised learning for efficient motion segmentation.IEEE Transactions on Pattern Analysis and Machine Intelligence, 45:4462–4473

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.741122Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:fc2e1aa44ff4a0768ce6ac2ca74f495046c40a71ee935f0c5abd3c331ff1f089

Observation 66d8b053-980c-433f-80a8-831c738ea20f · outbound

This paper cites Learned-Miller, Cordelia Schmid, and Karteek Alahari.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Learned-Miller, Cordelia Schmid, and Karteek Alahari

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.760629Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:bca86e0f72fb1e35ed6a55ec2b9008c52ff01d5a13280fbb42d22e30fcbee5c8

Observation 0db07eac-ddb1-4716-b3c7-c8756fcc1ac6 · outbound

This paper cites Explicit motion handling and interactive prompting for video camouflaged object detection.IEEE Transactions on Image Processing, 34:2853–2866.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Explicit motion handling and interactive prompting for video camouflaged object detection.IEEE Transactions on Image Processing, 34:2853–2866

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.898845Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:7d762a1995bbcd1ba9f38662a518280a2da78b0602492e860fdaefa8e85f1483

Observation cf14b770-6221-4ea8-b509-d6fd9857d33c · outbound

This paper cites Vscode: General visual salient and camouflaged object detection with 2d prompt learning.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Vscode: General visual salient and camouflaged object detection with 2d prompt learning

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.901328Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:f0aee3126455bd117ac156c5b4e0944c62471b9bd5464c4686e3b97742712580

Observation 543223d7-8efb-441f-b656-f1b42c5170d8 · outbound

This paper cites an unresolved cited work.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Unresolved cited work

Reference 58

Resolution
unresolved
raw_fallback, observed 2026-05-16T17:03:08.891309Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:f0430a4b9058f7a1a529a1ab0a219d8ba3ceb53def01a73e601f2ab45fddf372

Observation ec86feb1-be93-4805-a4ed-254b44b672eb · outbound

This paper cites Endow SAM with keen eyes: Temporal-spatial prompt learning for video camouflaged object detection.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Endow SAM with keen eyes: Temporal-spatial prompt learning for video camouflaged object detection

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.893400Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:b2d0f8bd55681107cd452222e69d41658a3d955b7b4529dfdf90b7305dca3202

Observation 13848c7b-b31a-480e-b54f-2c60d1e747e1 · outbound

This paper cites SAM-PM: enhancing video cam- ouflaged object detection using spatio-temporal attention.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild SAM-PM: enhancing video cam- ouflaged object detection using spatio-temporal attention

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.903833Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:17455fd4c4c6313255b067365fab9565e5380fca30c7f4edc5a19fea4f00942f

Observation bafe7857-5775-4e69-9b5b-4912c582923d · outbound

This paper cites Berg, Wan-Yen Lo, Piotr Dollár, and Ross B.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Berg, Wan-Yen Lo, Piotr Dollár, and Ross B

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.877779Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:61b72e65df91c7bdb6fdf92a158f12bf32662554455bf57e78d1e327872f9b1e

Observation eba83251-1af2-4259-a3f6-665f735dfac9 · outbound

This paper cites CamSAM2: Segment anything accurately in camouflaged videos.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild CamSAM2: Segment anything accurately in camouflaged videos

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.886674Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:c19228cbb3e111856ffd51133f5411ab500d453d2c2eb035a45711885e10f082

Observation f1dd06e6-0d47-4a67-a996-51f98dc7a340 · outbound

This paper cites Girshick, Piotr Dollár, and Christoph Feichtenhofer.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Girshick, Piotr Dollár, and Christoph Feichtenhofer

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.871029Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:14dddbb8cd69383e8b54910f7867db1219f1eca4677e5d721e14a2862087c562

Observation 9e7234eb-3af8-48e5-b463-33a3de871d9c · outbound

This paper cites Fast object segmentation in unconstrained video.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Fast object segmentation in unconstrained video

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.882074Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:61fada309191ee3e2b09b9888ec750e714570b96161eeed730ab194b4fd9d31c

Observation 7480bb48-dd01-49a6-86fc-85c94ee21d01 · outbound

This paper cites Motion-guided cascaded refinement network for video object segmentation.IEEE Transactions on Pattern Analysis and Machine Intelligence, 42:1957–1967.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Motion-guided cascaded refinement network for video object segmentation.IEEE Transactions on Pattern Analysis and Machine Intelligence, 42:1957–1967

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.908470Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:abffb19214d681e92519db63604e966ec7bba6931af6ba641aeae78b14718fd4

Observation 794d6aa2-86f8-42e3-9070-ee8cc630d49a · outbound

This paper cites an unresolved cited work.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Unresolved cited work

Reference 66

Resolution
unresolved
raw_fallback, observed 2026-05-16T17:03:08.834049Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:16d3b910cf667d7a5ac0235b107b3e7515baf53e8d9c40db78c04e800ec2766c

Observation 53a390e8-d382-45da-bdf7-db2fd59481b5 · outbound

This paper cites Joint stereo video deblurring, scene flow estimation and moving object segmentation.IEEE Transactions on Image Processing, 29:1748–1761.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Joint stereo video deblurring, scene flow estimation and moving object segmentation.IEEE Transactions on Image Processing, 29:1748–1761

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.838887Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:6984628b66822436723f33334609ec769ab9ac3f4d817995a0b244c4c9ab65f1

Observation 6a2d197b-f013-4f7d-a486-30f891c0d572 · outbound

This paper cites Kankanhalli.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Kankanhalli

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.830130Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:19c47971dc5cc42e3a1b0b9424a0351ac3ab05d8140fc0f231776b1e5336b0c1

Observation 0795c7ce-f83e-4a1f-870f-8138fa2490c9 · outbound

This paper cites Actor and action modular network for text-based video segmentation.IEEE Transac- tions on Image Processing, 31:4474–4489.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Actor and action modular network for text-based video segmentation.IEEE Transac- tions on Image Processing, 31:4474–4489

Reference 69

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.841257Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:ef0e6d8704eb7cd9f9c333ce895c7f50d95b5cc8cf1adf5800545bbaecd057cb

Observation dcc2902a-28cd-4696-9b6f-32248806eec3 · outbound

This paper cites Appearance- based refinement for object-centric motion segmentation.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Appearance- based refinement for object-centric motion segmentation

Reference 70

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.850977Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:2c5ccdb43c26f136d4734e2a3bc0b944362c9d69899e25a0b1202f80f298cca7

Observation 48adbdce-d3c8-42a8-aab4-94e50bbe0bf2 · outbound

This paper cites Moving object segmentation: All you need is SAM (and flow).

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Moving object segmentation: All you need is SAM (and flow)

Reference 71

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.818615Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:92633863b44cf332746fd3fbde922b1ac2dd9fe4998159700a1c50468c1bb103

Observation fde932e2-c74e-4370-a3f1-d5f209f18fd0 · outbound

This paper cites Segmenting the motion components of a video: A long-term unsupervised model.IEEE Transactions on Pattern Analysis and Machine Intelligence, 48:500–511.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Segmenting the motion components of a video: A long-term unsupervised model.IEEE Transactions on Pattern Analysis and Machine Intelligence, 48:500–511

Reference 72

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.736486Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:2e04fff9a729bec41ecbff29ca3f6da7f331b99e1e102ad26ab2c2335935ccad

Observation 89cc5fcd-34d2-4a2f-8d68-1b3174378d45 · outbound

This paper cites A general framework for motion segmentation: Independent, articulated, rigid, non-rigid, degenerate and non-degenerate.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild A general framework for motion segmentation: Independent, articulated, rigid, non-rigid, degenerate and non-degenerate

Reference 73

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.814230Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:f2452bbf86980791c63aed5c7a8576ebdb6f36509c8fb7d4cd23c9ad8f8d76ba

Observation a69dad7f-5468-4a26-bc58-d6204091b02d · outbound

This paper cites Rao, Roberto Tron, René Vidal, and Yi Ma.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Rao, Roberto Tron, René Vidal, and Yi Ma

Reference 74

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.800597Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:233c341b3274b1b25b6673ecea84651777174be09d86d9730cc878855f2f7567

Observation 5bfccb96-bb69-40e7-898b-cc2cbabff904 · outbound

This paper cites Learning segmentation from point trajec- tories.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Learning segmentation from point trajec- tories

Reference 75

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.845688Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:7deaaa5fc9b56ead7750ab65409197a268ec6f0e6481ae7ba74c5cb3cefa99a8

Observation ca1c4907-2029-4157-9d61-432bb3ea7321 · outbound

This paper cites Cheriyadat and Richard J.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Cheriyadat and Richard J

Reference 76

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.794137Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:f64295bcfdd1c68cb21a2262ab926a3abdc1e4a295de451ff678bcac552857df

Observation 0af221b4-273b-4cd4-ba28-71392ea80d07 · outbound

This paper cites Motion trajectory segmentation via minimum cost multicuts.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Motion trajectory segmentation via minimum cost multicuts

Reference 77

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.798439Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:9b912ad6671ee5ff72c37ff1d00ed13b3a20cec9b4e2186af1e88175d6eafdea

Observation cbca8238-5c8d-4c70-9dc3-a2b4b761e4da · outbound

This paper cites Higher-order minimum cost lifted mul- ticuts for motion segmentation.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Higher-order minimum cost lifted mul- ticuts for motion segmentation

Reference 78

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.792175Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:7a64ba133cb9d3ef75ba8c99da1f01e61dfdfe2c4443765c9810e32da9c7257f

Observation f428ad63-6627-4821-96b9-6509319430fb · outbound

This paper cites Higher order motion models and spectral clustering.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Higher order motion models and spectral clustering

Reference 79

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.787423Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:8ce0218861481dc88d2b3c05063354fd6075fce97b963f3f89aba1db6801f22c

Observation 641275bc-28eb-436b-a202-55c60122ba97 · outbound

This paper cites Segmentation of moving objects by long term video analysis.IEEE Transactions on Pattern Analysis and Machine Intelligence, 36:1187–1200.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Segmentation of moving objects by long term video analysis.IEEE Transactions on Pattern Analysis and Machine Intelligence, 36:1187–1200

Reference 80

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.789866Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:39c327187ce5b291d3282000dabb8925948d5919df87e9c2c800f15eee01c39e

Observation e2ea3581-8e58-439b-b32a-0ce936102219 · outbound

This paper cites Segment any motion in videos.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Segment any motion in videos

Reference 81

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.796396Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:9a5c09be98f998635ef0c1a2c6750208b93c0bd95dd65b038a2991ac288eea44

Observation 616c6dab-0511-4b73-a86b-0a4493809133 · outbound

This paper cites Segment, magnify and reiterate: Detecting camouflaged objects the hard way.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Segment, magnify and reiterate: Detecting camouflaged objects the hard way

Reference 82

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.805250Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:fd174a5b6a2448f81d81cfcbe5e09989dee3a9aae93c4dd93c98e72b69ff3030

Observation 73f6d6df-2bb1-4b43-8dbe-bd38166f6f02 · outbound

This paper cites Concealed object detection.IEEE Transactions on Pattern Analysis and Machine Intelligence, 44:6024–6042.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Concealed object detection.IEEE Transactions on Pattern Analysis and Machine Intelligence, 44:6024–6042

Reference 83

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.816325Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:92afeba1597f8430fef1db978d019d0df86f10bf119720d192959acb74f808ed

Observation 896563ad-ba02-4735-bc0b-bc02512d032d · outbound

This paper cites Feature shrinkage pyra- mid for camouflaged object detection with transformers.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Feature shrinkage pyra- mid for camouflaged object detection with transformers

Reference 84

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.856502Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:430bbf138de897564afea019d046281aaac420ffb0025c336228c9b592f2e09b

Observation b70b7591-0145-4b56-9949-08540d320421 · outbound

This paper cites RUN: reversible unfolding network for concealed object segmentation.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild RUN: reversible unfolding network for concealed object segmentation

Reference 85

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.820606Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:c00571f606e1e09614d2020faa47f5f9e8f1da7938d54544c0709a9d84e956de

Observation f3bf4f2d-bf7e-41c0-aa9d-8821531daa80 · outbound

This paper cites Camouflaged object segmentation with distraction mining.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Camouflaged object segmentation with distraction mining

Reference 86

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.756136Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:c898178ea630a949db3d370d93b57c3c4d4bf5a536435f5fc8a4fdd715725efa

Observation cafbf5f6-e4d9-4b43-8ff5-c91925e44fbe · outbound

This paper cites Uncertainty-guided trans- former reasoning for camouflaged object detection.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Uncertainty-guided trans- former reasoning for camouflaged object detection

Reference 87

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.762983Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:a021ad7a137261d0e1cf65ca5a82ca07f416d5ee33287499797b26167cebc2b1

Observation 8d9d2e2e-5be7-4fac-8141-069920ce3711 · outbound

This paper cites Hierarchical graph interaction transformer with dynamic token clustering for camouflaged object detection.IEEE Transactions on Image Processing, 33:5936– 5948.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Hierarchical graph interaction transformer with dynamic token clustering for camouflaged object detection.IEEE Transactions on Image Processing, 33:5936– 5948

Reference 88

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.758583Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:ee6f54681d942a4e5ec913fd432161ef12849981aa5f7fafb21071c749196867

Observation e351b096-5820-4994-abe6-1f2acf2fa66c · outbound

This paper cites Structure-measure: A new way to evaluate foreground maps.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Structure-measure: A new way to evaluate foreground maps

Reference 89

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.745262Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:2663f6fa28cf21e9adeced55a0101d195a4746a76a6ed1669fe1b56a682b2696

Observation ae969c65-da2b-4eac-b28e-f50d2b68d0c4 · outbound

This paper cites How to JOURNAL OF LATEX CLASS FILES, VOL.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild How to JOURNAL OF LATEX CLASS FILES, VOL

Reference 90

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.747324Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:5bdd94d90143311db3ffa05c40982bc2e5ae864aad445c8fe5b7cf9781e50dcd

Observation 255ad841-c5e1-466f-8582-d70f7af4a3dc · outbound

This paper cites Enhanced-alignment measure for binary foreground map evaluation.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Enhanced-alignment measure for binary foreground map evaluation

Reference 91

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.765009Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:4a9995654859cc6aef44c7af38e42f85910311240fdae15e172f5852b7a52a76

Observation 04454079-f38b-4e3d-98c4-e1194552009a · outbound

This paper cites Unifying flow, stereo and depth estimation.IEEE Transactions on Pattern Analysis and Machine Intelligence, 45:13941–13958.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Unifying flow, stereo and depth estimation.IEEE Transactions on Pattern Analysis and Machine Intelligence, 45:13941–13958

Reference 92

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.783006Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:3f7036bf0a0384e651455cb7db9751e8555b38f567c9b9f7d8e6f157bad4354b

Observation 52930273-7c33-4bc1-8786-260c829e96ff · outbound

This paper cites Depth anything V2.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Depth anything V2

Reference 93

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.717549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:1558392a6b36f70fdaf6b628880fa0cd39ce4f42e60cc9ef3f40c397aee04ff9

Observation eb33e9f2-6f38-457f-92f2-6e3fc07839dc · outbound

This paper cites an unresolved cited work.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Unresolved cited work

Reference 94

Resolution
unresolved
raw_fallback, observed 2026-05-16T17:03:08.696904Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:a3debc46f8f88e4f0f8b6334539321d80fb3e023213fd9898e44d341c0c7470c

Observation f6780109-736b-41eb-90db-c5d8cbc1f6bd · outbound

This paper cites camouflaged animal.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild camouflaged animal

Reference 95

Resolution
verified fuzzy
raw_fallback, observed 2026-05-16T17:03:08.724836Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:19757c31920c288fef9faded4a75bfb469ff4865c3ceb7d18142ee24052a0783

Observation 0da0b9d1-0a3f-43e9-9790-05d971db2cc9 · outbound

This paper cites an unresolved cited work.

CAMotion: A High-Quality Benchmark for Camouflaged Moving Object Detection in the Wild Unresolved cited work

Reference 96

Resolution
unresolved
raw_fallback, observed 2026-05-16T17:03:08.738720Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T18:38:02.818447Z digest=sha256:b9c19209c7e1107f1770f103637d530930d81e12c0871fedaaeb443b7f5bbb3c

Pith citing papers

No inbound Pith citation observations are available.