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Paper Citation Record · LEDGER

From Pixel to Mask: A Survey of Out-of-Distribution Segmentation

As of 23 August 2026, this Paper Citation Record lists 67 of 67 outbound references and 1 inbound Pith citation observation for arXiv:2508.10309.

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

pith.paper-citation-record.v1
2508.10309 v1

Coverage vector

measured 67 of 67 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T20:35:06.556789Z

measured 68 of 68 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-09T20:10:20.983646Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T15:21:09.710736Z

Reference resolution

67 of 67 outbound references displayed

  • verified exact5
  • verified fuzzy0
  • unresolved61
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a7d8abd9-d22f-4d50-9dce-16bc30dbd95b · outbound

This paper cites Discriminative out-of-distribution detection for semantic segmentation.

From Pixel to Mask: A Survey of Out-of-Distribution Segmentation Discriminative out-of-distribution detection for semantic segmentation

Reference 1

Resolution
verified exact
local_arxiv, observed 2026-08-05T20:35:07.762155Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T20:35:01.264016Z digest=sha256:92a90f5d3791d4a3f50d766aeff504cc12bef75763fea54779de991343577b6d

Observation 7d1fde93-54a0-4723-998e-0e9fd20dddc2 · outbound

This paper cites an unresolved cited work.

From Pixel to Mask: A Survey of Out-of-Distribution Segmentation Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-05T20:35:16.684513Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T20:35:01.328634Z digest=sha256:fa9109bc9d917d5e0b0203c7e2d38eed6ecd49cb937eed91b32b0ed5338f73df

Observation 2df5f9ac-5821-453f-ad3e-db162d500e5f · outbound

This paper cites an unresolved cited work.

From Pixel to Mask: A Survey of Out-of-Distribution Segmentation Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-05T20:35:16.502010Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T20:35:01.406582Z digest=sha256:6139ed2b9c490f93e0feff2da286fc73640139d19fb10b677ce72186d4ba7668

Observation 76670e9c-3b58-4c39-a1c7-2ada421e2347 · outbound

This paper cites an unresolved cited work.

From Pixel to Mask: A Survey of Out-of-Distribution Segmentation Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-05T20:35:16.373116Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T20:35:01.470910Z digest=sha256:60d3132c4e566a2f1003de11d7e7d7004007ea7e3bd39216490e50bd39fe1361

Observation f7613160-e34c-4e38-a312-596022eb6296 · outbound

This paper cites an unresolved cited work.

From Pixel to Mask: A Survey of Out-of-Distribution Segmentation Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-05T20:35:16.247001Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T20:35:01.544410Z digest=sha256:470249a3987eca54f541904448fc260ecf96c958bfeebbda303696edb03521a4

Observation 8480a10e-5a48-4f18-bcff-2542e5973c85 · outbound

This paper cites an unresolved cited work.

From Pixel to Mask: A Survey of Out-of-Distribution Segmentation Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-05T20:35:16.091521Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T20:35:01.639712Z digest=sha256:5525cca13b50410ff8c7588370b8d69a9711f2790eb577ca76d979a922dea69a

Observation e857d4f6-e875-4c9e-a63d-c2b364ddaaf8 · outbound

This paper cites an unresolved cited work.

From Pixel to Mask: A Survey of Out-of-Distribution Segmentation Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-05T20:35:15.898073Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T20:35:01.820681Z digest=sha256:871b8b7f49abc240330034a74037dcd2b753be6103d0a18e2605606e1d60e474

Observation 4533de9b-3813-4e09-a05c-accde95376f6 · outbound

This paper cites an unresolved cited work.

From Pixel to Mask: A Survey of Out-of-Distribution Segmentation Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-05T20:35:15.681919Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T20:35:01.890002Z digest=sha256:5e35f30cca3795376feb34f06a1a1d15eb22b9c42ee960b2c0d421ccbd36871a

Observation 54a608f5-89d3-44eb-8509-1b95c34ef652 · outbound

This paper cites an unresolved cited work.

From Pixel to Mask: A Survey of Out-of-Distribution Segmentation Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-05T20:35:15.404872Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T20:35:01.974731Z digest=sha256:d9806a8f17e8665456e02cf70aea27a2d62222dd6ca95c3ddf9d65bbd18791a3

Observation 4cf9e6ef-1a63-45de-9e65-d45450dfbd73 · outbound

This paper cites an unresolved cited work.

From Pixel to Mask: A Survey of Out-of-Distribution Segmentation Unresolved cited work

Reference 10

Resolution
metadata mismatch
raw_fallback, observed 2026-08-05T20:35:07.606987Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T20:35:02.070710Z digest=sha256:d44f800716988cef7404e3051ac7a7d0c00e28a59234aabb0b66db11acddd1b9

Observation 820200f5-c24c-4159-9cb0-dbb4bc8feb66 · outbound

This paper cites Outlier detection by ensembling uncertainty with negative objectness.

From Pixel to Mask: A Survey of Out-of-Distribution Segmentation Outlier detection by ensembling uncertainty with negative objectness

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-05T20:35:02.155137Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T20:35:02.155137Z digest=sha256:d88c8e0ebaed208f708a255a32e374f30f46cb1ca94ec721547d4a50ec407cd0

Observation eb4e1220-07d4-4a85-8546-b49283cc3f42 · outbound

This paper cites an unresolved cited work.

From Pixel to Mask: A Survey of Out-of-Distribution Segmentation Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-05T20:35:15.143551Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T20:35:02.243893Z digest=sha256:20b3ba770ba75f96e6ed20ca9a91a777643555df614320c97328d859ef1d9bb8

Observation f7b06904-9ce3-4fc8-8b5a-778f73b0eafe · outbound

This paper cites an unresolved cited work.

From Pixel to Mask: A Survey of Out-of-Distribution Segmentation Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-05T20:35:14.884613Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T20:35:02.337819Z digest=sha256:f739e6de900c753a9f63c79f1ba033dddf33deafca0f9bab1925556a9fc5a90a

Observation d7c1f0c6-da9b-4883-a891-2e2df1c0ed04 · outbound

This paper cites an unresolved cited work.

From Pixel to Mask: A Survey of Out-of-Distribution Segmentation Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-05T20:35:14.706734Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T20:35:02.427769Z digest=sha256:5cd2b80b52fe4d961a580282232be6919809d1b6d3e652d4bce0a727ef94e2f8

Observation 6d683fd9-dd73-47bf-80bf-f1d8383b3a42 · outbound

This paper cites an unresolved cited work.

From Pixel to Mask: A Survey of Out-of-Distribution Segmentation Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-05T20:35:14.497040Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T20:35:02.496764Z digest=sha256:35910712086992f033af7eba7501b6a71b8f2a5c8488fe721c9150023e0c17a5

Observation 9868117a-5729-4d3a-999e-674129216885 · outbound

This paper cites Unified Entropy Optimization for Open-Set Test-Time Adaptation.

From Pixel to Mask: A Survey of Out-of-Distribution Segmentation Unified Entropy Optimization for Open-Set Test-Time Adaptation

Reference 16

Resolution
verified exact
local_arxiv, observed 2026-08-05T20:35:07.331499Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T20:35:02.568724Z digest=sha256:4d006b76724bbd5bcbc511e611d3b1fca4263be0162802f0a0ce1d0dd900413f

Observation 0ae8fe34-eaf6-426f-89d5-aa60a0ad79a1 · outbound

This paper cites Generative Adversarial Networks.

From Pixel to Mask: A Survey of Out-of-Distribution Segmentation Generative Adversarial Networks

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-05T20:35:02.646874Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T20:35:02.646874Z digest=sha256:93898a041e4c2dd0989ec925008f4c6d8582c1a34d4dacc3d289d6f1bae4775c

Observation 813482fb-7538-46c5-9aff-b949d5470c9d · outbound

This paper cites an unresolved cited work.

From Pixel to Mask: A Survey of Out-of-Distribution Segmentation Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-05T20:35:14.307182Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T20:35:02.734697Z digest=sha256:a4b87d7b176bd74636ebcdb19395fea5a5e87a07972b711e0b1dfec4cc84036f

Observation 8d0a9e64-4b91-4da4-900e-abbb4dff8641 · outbound

This paper cites an unresolved cited work.

From Pixel to Mask: A Survey of Out-of-Distribution Segmentation Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-05T20:35:14.139308Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T20:35:02.815394Z digest=sha256:ca56c08f506abb04cf57b10f70712368da05795280199440f9692b975af92251

Observation 91fba6e0-e263-41dd-9cee-9e0f066f9407 · outbound

This paper cites This is not what I imagined: Error Detection for Semantic Segmentation through Visual Dissimilarity.

From Pixel to Mask: A Survey of Out-of-Distribution Segmentation This is not what I imagined: Error Detection for Semantic Segmentation through Visual Dissimilarity

Reference 20

Resolution
verified exact
local_arxiv, observed 2026-08-05T20:35:07.174782Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T20:35:02.901548Z digest=sha256:1c93b15a456a2a358b9a243dd94efea4d3b2faf6ef5798bb0e6279bc96794214

Observation 3f50cead-b26b-4227-b2fc-d00ffcc13490 · outbound

This paper cites Scaling Out-of-Distribution Detection for Real-World Settings.

From Pixel to Mask: A Survey of Out-of-Distribution Segmentation Scaling Out-of-Distribution Detection for Real-World Settings

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-05T20:35:02.994883Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T20:35:02.994883Z digest=sha256:96068c64efc4549f6af4c4f219888c606be62bc90472d61b6766c86f47eaafaa

Observation b61d47fd-5484-47a4-8af5-5f3585d13d81 · outbound

This paper cites A Baseline for Detecting Misclassified and Out-of-Distribution Examples in Neural Networks.

From Pixel to Mask: A Survey of Out-of-Distribution Segmentation A Baseline for Detecting Misclassified and Out-of-Distribution Examples in Neural Networks

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-05T20:35:03.114073Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T20:35:03.114073Z digest=sha256:fc1807a9b49ff340f9956516af289c44209d343bcc0aa613c8591a3944250179

Observation e5a5d42f-3951-4d6a-a9c2-1912affe524a · outbound

This paper cites Deep Anomaly Detection with Outlier Exposure.

From Pixel to Mask: A Survey of Out-of-Distribution Segmentation Deep Anomaly Detection with Outlier Exposure

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-05T20:35:03.192568Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T20:35:03.192568Z digest=sha256:76cd6474459778e0c406756701ed49e5d2b4ab8e7710f33e7e5f1b47316b87c4

Observation 324c0d8e-72c4-4f85-9bfe-349420c496de · outbound

This paper cites an unresolved cited work.

From Pixel to Mask: A Survey of Out-of-Distribution Segmentation Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-05T20:35:14.036961Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T20:35:03.277784Z digest=sha256:5e7b56358e9b3760ab7f9e7a00e9f14ffbb947aecfbd0f9949beb577546a804d

Observation 4477e9a2-8283-40b8-9465-8f0eb4aebec9 · outbound

This paper cites an unresolved cited work.

From Pixel to Mask: A Survey of Out-of-Distribution Segmentation Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-05T20:35:13.893738Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T20:35:03.350648Z digest=sha256:8e31512c69b58ac230ea878582547107991612c44408360d9ad3d474c203bddb

Observation 072cb80f-d5de-4e40-b1ef-99ab8ca61c22 · outbound

This paper cites an unresolved cited work.

From Pixel to Mask: A Survey of Out-of-Distribution Segmentation Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-05T20:35:13.750760Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T20:35:03.428630Z digest=sha256:944df6b2b59af88c251d0d7967253858605a43bdce4da2f87cf73523caef6026

Observation 72db95e2-18b9-4a0d-9a53-2910b4b2deea · outbound

This paper cites an unresolved cited work.

From Pixel to Mask: A Survey of Out-of-Distribution Segmentation Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-05T20:35:13.613934Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T20:35:03.497743Z digest=sha256:87c83d8541d668cd170031cb20750f6b46804b22ef556c499e283c56cf0b80ab

Observation a1a281ea-416a-4111-b5af-d1498c5767f5 · outbound

This paper cites Benchmarking Vision Foundation Models for Input Monitoring in Autonomous Driving.

From Pixel to Mask: A Survey of Out-of-Distribution Segmentation Benchmarking Vision Foundation Models for Input Monitoring in Autonomous Driving

Reference 28

Resolution
verified exact
local_arxiv, observed 2026-08-05T20:35:06.933122Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T20:35:03.569418Z digest=sha256:6c04a96c1135acdc363d90e296be27f18e59386a30da5330a7f6698fd869a95e

Observation bd94491d-903b-431f-90b2-80534cd94491 · outbound

This paper cites an unresolved cited work.

From Pixel to Mask: A Survey of Out-of-Distribution Segmentation Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-05T20:35:13.431003Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T20:35:03.646723Z digest=sha256:db0e1489cfaa7b3b7a61896ca495e8ae4ad3b83d3e6c8b509d10de9114591bb2

Observation 2253a2a1-137e-4dce-a859-77ec07bc581c · outbound

This paper cites an unresolved cited work.

From Pixel to Mask: A Survey of Out-of-Distribution Segmentation Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-05T20:35:13.279957Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T20:35:03.736521Z digest=sha256:ebea0645c265bfc7207aff6b42ad79fd4fe30a4097df8f657b5896a7c19253e3

Observation e92cd36b-3588-4aa9-87b0-996b39567e5a · outbound

This paper cites an unresolved cited work.

From Pixel to Mask: A Survey of Out-of-Distribution Segmentation Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-05T20:35:13.112015Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T20:35:03.814227Z digest=sha256:aa194b4633cfece37a4dcc266c26b8723ee819eea80cd53af8e1018381c4d76b

Observation e830c863-89d7-45b2-947c-43fb063f6eb3 · outbound

This paper cites an unresolved cited work.

From Pixel to Mask: A Survey of Out-of-Distribution Segmentation Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-05T20:35:12.946487Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T20:35:03.882160Z digest=sha256:573386948bd4ed977acb36189b8b39c8bf7547543316f3acc473fd1826212b70

Observation d147c34e-5ba1-4e16-9512-5aa95b080f33 · outbound

This paper cites an unresolved cited work.

From Pixel to Mask: A Survey of Out-of-Distribution Segmentation Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-05T20:35:12.798910Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T20:35:03.943933Z digest=sha256:fc8e17f63fc032f3b06fbb2bc901bafe1d6fed5d48ef2f1d571c43869773e77e

Observation 4b71fd89-a9cc-49f7-9e3f-0c9724f43e93 · outbound

This paper cites an unresolved cited work.

From Pixel to Mask: A Survey of Out-of-Distribution Segmentation Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-05T20:35:12.620064Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T20:35:04.059663Z digest=sha256:c839b566e523ad0eaf52e09d96ae9b31f4747a260f02f53a15baa90ccd6454af

Observation deb2c7f1-1502-47dc-93d0-e96453f30c66 · outbound

This paper cites Enhancing The Reliability of Out-of-distribution Image Detection in Neural Networks.

From Pixel to Mask: A Survey of Out-of-Distribution Segmentation Enhancing The Reliability of Out-of-distribution Image Detection in Neural Networks

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-05T20:35:04.123426Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T20:35:04.123426Z digest=sha256:2992fcc231e61b384b780d46e2b0624be1d8432ba7bfe2fb096fa6cc46f1b6cf

Observation 67d15607-3b4e-468c-9868-cff08af38058 · outbound

This paper cites an unresolved cited work.

From Pixel to Mask: A Survey of Out-of-Distribution Segmentation Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-05T20:35:12.449908Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T20:35:04.215200Z digest=sha256:23f9f511bfd432adafeed91f28d52f6ff8c56c4a7c496fd63987e7c38d79fc41

Observation 248728b6-b7a5-4e11-a1ce-4ee7814f018e · outbound

This paper cites an unresolved cited work.

From Pixel to Mask: A Survey of Out-of-Distribution Segmentation Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-08-05T20:35:12.295954Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T20:35:04.287484Z digest=sha256:0ca85a15d24ac32c38ee34f80f51a33167ad6b9abd5303d2f3f4c07b5afff3d5

Observation 7165ce50-5cf2-490f-b5b5-be03f8a1421e · outbound

This paper cites an unresolved cited work.

From Pixel to Mask: A Survey of Out-of-Distribution Segmentation Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-05T20:35:12.123667Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T20:35:04.378828Z digest=sha256:22ea78ed44f4ab6011f13021bb86548aed3f555599bf3f5ee5b3a4e427b806e0

Observation 4cca3f43-413c-4c98-bada-f8325d1d7239 · outbound

This paper cites an unresolved cited work.

From Pixel to Mask: A Survey of Out-of-Distribution Segmentation Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-05T20:35:12.005422Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T20:35:04.466587Z digest=sha256:f65f4cebfdd8fc4a2c640a1847792219ee48dfdeff331f035aa69de306d9961e

Observation 0ede21f9-e320-485a-a19e-a468ef8bf2c0 · outbound

This paper cites an unresolved cited work.

From Pixel to Mask: A Survey of Out-of-Distribution Segmentation Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-05T20:35:11.808477Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T20:35:04.554917Z digest=sha256:58326f20c6eceab71a47a1c4e6b4740b3b02f611c8ad13adc0ced4941affd473

Observation 88a44eba-ea1a-4f5f-829b-d93809cd479a · outbound

This paper cites an unresolved cited work.

From Pixel to Mask: A Survey of Out-of-Distribution Segmentation Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-05T20:35:11.666967Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T20:35:04.616790Z digest=sha256:818aa90a75d55421899df0405d959b8d0a1da343d25122696b37b6ff93c261e5

Observation 940d7a07-2865-4664-887d-281d1ae55278 · outbound

This paper cites an unresolved cited work.

From Pixel to Mask: A Survey of Out-of-Distribution Segmentation Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-05T20:35:11.505877Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T20:35:04.680746Z digest=sha256:239beddaa2b29b7863d56f78d0eec63551fed08af9542a52921ddbcc7237de6e

Observation 7b82fb07-b0f4-4f83-8989-fb6efb97da40 · outbound

This paper cites DINOv2: Learning Robust Visual Features without Supervision.

From Pixel to Mask: A Survey of Out-of-Distribution Segmentation DINOv2: Learning Robust Visual Features without Supervision

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-05T20:35:04.750845Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T20:35:04.750845Z digest=sha256:5d075d4b3c9682d9235c98e7137ab901ce38fe066fc7e15fa87429d1c0bbd8e7

Observation 8e550339-d6ba-4522-9d80-ce8819092447 · outbound

This paper cites an unresolved cited work.

From Pixel to Mask: A Survey of Out-of-Distribution Segmentation Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-05T20:35:11.385758Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T20:35:04.802752Z digest=sha256:28941549e546d7771f48d12e0b3d2673cedd586f35b6e0e11ea17deb435db8fe

Observation 5b186d3c-0029-4169-9d29-5259a64f936c · outbound

This paper cites an unresolved cited work.

From Pixel to Mask: A Survey of Out-of-Distribution Segmentation Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-05T20:35:11.234818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T20:35:04.841235Z digest=sha256:91436e43609f1bcf97a0eecb54119468a25201cde99583faf44271a2a67b46b2

Observation f3ffb06c-040f-41e5-8a5f-bced49587f4c · outbound

This paper cites an unresolved cited work.

From Pixel to Mask: A Survey of Out-of-Distribution Segmentation Unresolved cited work

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-05T20:35:04.894939Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T20:35:04.894939Z digest=sha256:38801060f198b5cdada1de460d8b5d7e7ee268ab799b55be4a187d26823d1b20

Observation 2fd86303-38f4-4b03-b449-c4174fa1e370 · outbound

This paper cites an unresolved cited work.

From Pixel to Mask: A Survey of Out-of-Distribution Segmentation Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-05T20:35:11.058775Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T20:35:04.984353Z digest=sha256:0205d733d68b8aa7494dc1e75620dd188ff87a874b61d1ef577219b50c030db7

Observation cac39080-8356-4f7e-bc9b-cb72cb8c459e · outbound

This paper cites an unresolved cited work.

From Pixel to Mask: A Survey of Out-of-Distribution Segmentation Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-05T20:35:10.880985Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T20:35:05.072812Z digest=sha256:a2d4797d9cd096f4bbfc909596faa97dc34f8158aaaa7bdfd893231a0703b22f

Observation 1225c312-9b94-4c34-a1a0-b15a885282b8 · outbound

This paper cites an unresolved cited work.

From Pixel to Mask: A Survey of Out-of-Distribution Segmentation Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-05T20:35:10.708962Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T20:35:05.166362Z digest=sha256:aaebad4cc21523f31bd9503fc81a5073048b0c65859523fc5c203730f88a57b9

Observation 577b3889-099a-439c-85cf-71c4a229cec0 · outbound

This paper cites an unresolved cited work.

From Pixel to Mask: A Survey of Out-of-Distribution Segmentation Unresolved cited work

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-05T20:35:05.259801Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T20:35:05.259801Z digest=sha256:c3eec959f585d7c108c335232140f3946e08b8fa1ab5c1c36bab2c2fc1b4d6ca

Observation 8cc23a31-3bd7-432e-ba65-8f6e3105d849 · outbound

This paper cites an unresolved cited work.

From Pixel to Mask: A Survey of Out-of-Distribution Segmentation Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-05T20:35:10.540052Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T20:35:05.353721Z digest=sha256:915b5d9565d1ba21597b3a4cce20449b218ba3206fe40b56b47614f93b1f9081

Observation de0773d6-7331-438f-8f46-92a3ff427f39 · outbound

This paper cites Segment-Level Road Obstacle Detection Using Visual Foundation Model Priors and Likelihood Ratios.

From Pixel to Mask: A Survey of Out-of-Distribution Segmentation Segment-Level Road Obstacle Detection Using Visual Foundation Model Priors and Likelihood Ratios

Reference 52

Resolution
verified exact
local_arxiv, observed 2026-08-05T20:35:06.733891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T20:35:05.475150Z digest=sha256:43e84b839b81795b37fa4e09393b5733d89cd839979cd2a3447365856876d968

Observation 386a8856-1567-40bb-b242-2ec91cf3b8fb · outbound

This paper cites an unresolved cited work.

From Pixel to Mask: A Survey of Out-of-Distribution Segmentation Unresolved cited work

Reference 53

Resolution
unresolved
raw_fallback, observed 2026-08-05T20:35:10.327811Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T20:35:05.560914Z digest=sha256:2c08d9548e1988f955dfed1589f268a668701c613d2c83e53d911a856ca98463

Observation 7fa375c5-9861-46cd-9b31-3c63aeb6dc6b · outbound

This paper cites an unresolved cited work.

From Pixel to Mask: A Survey of Out-of-Distribution Segmentation Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-08-05T20:35:10.110575Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T20:35:05.596258Z digest=sha256:47f3de709598c175034aa8e4e61a29131f02ac9fb580de1852d5b4f77f578f38

Observation 77a4bd41-cf31-45d0-ab27-a7a8ca25b19c · outbound

This paper cites an unresolved cited work.

From Pixel to Mask: A Survey of Out-of-Distribution Segmentation Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-08-05T20:35:09.905920Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T20:35:05.658950Z digest=sha256:5bb26eb891b8b916b0fc9e7f41b9455a7844cbc5f092445eb00a1acc77785af1

Observation e3f8e424-cf62-4463-a2f1-655c207d5b5f · outbound

This paper cites an unresolved cited work.

From Pixel to Mask: A Survey of Out-of-Distribution Segmentation Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-08-05T20:35:09.737115Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T20:35:05.714635Z digest=sha256:f4b208c29989f45a57593928067aec7dde2723046561549a9c3d306ac6c8ee54

Observation b6e25154-872e-4ae9-9024-71f2f0f222f9 · outbound

This paper cites an unresolved cited work.

From Pixel to Mask: A Survey of Out-of-Distribution Segmentation Unresolved cited work

Reference 57

Resolution
unresolved
raw_fallback, observed 2026-08-05T20:35:09.535679Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T20:35:05.796763Z digest=sha256:25123012e3e5b577d358f9b12d81a49ea35ae300e646e8c34ee74eb516ead2a6

Observation fdd09627-2475-4310-945e-a5ae7793bbd7 · outbound

This paper cites an unresolved cited work.

From Pixel to Mask: A Survey of Out-of-Distribution Segmentation Unresolved cited work

Reference 58

Resolution
unresolved
raw_fallback, observed 2026-08-05T20:35:09.341853Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T20:35:05.879231Z digest=sha256:c6421ce45805ecd69d5e99327996e7ef86e3401810e98d4d03b45b421bbabdbd

Observation 3edd09e9-dd68-420b-9bb5-a8797097cba9 · outbound

This paper cites an unresolved cited work.

From Pixel to Mask: A Survey of Out-of-Distribution Segmentation Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-08-05T20:35:09.118555Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T20:35:05.881293Z digest=sha256:f0258c15220d74970ebc9c524e57722dbb512827cbbb0fe4445d317c37c82a8c

Observation 30ed4186-0fb4-425d-8bff-6203c5f01106 · outbound

This paper cites an unresolved cited work.

From Pixel to Mask: A Survey of Out-of-Distribution Segmentation Unresolved cited work

Reference 60

Resolution
unresolved
raw_fallback, observed 2026-08-05T20:35:08.905958Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T20:35:05.887004Z digest=sha256:d7cd5c42df8dfef9a5b780a2d757e84011a279aa85498d384a84deaa717aa44a

Observation 8561271d-3b4c-43d5-b501-565ae9b396b2 · outbound

This paper cites an unresolved cited work.

From Pixel to Mask: A Survey of Out-of-Distribution Segmentation Unresolved cited work

Reference 61

Resolution
unresolved
raw_fallback, observed 2026-08-05T20:35:08.731858Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T20:35:05.985375Z digest=sha256:684fb4e6d1220edc608d1afd40ee4c37cac6a20e1fe1cf3185c303af70ef5679

Observation 0c181d60-e472-40eb-b880-939a282545e3 · outbound

This paper cites an unresolved cited work.

From Pixel to Mask: A Survey of Out-of-Distribution Segmentation Unresolved cited work

Reference 62

Resolution
unresolved
raw_fallback, observed 2026-08-05T20:35:08.571545Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T20:35:06.114375Z digest=sha256:64f55b0dae49414fba1ddfd14f68b450d8965a8b114336140acfc6b6b633a59e

Observation ea9d4250-e49a-4dac-8aa1-b9a913e2d7a6 · outbound

This paper cites an unresolved cited work.

From Pixel to Mask: A Survey of Out-of-Distribution Segmentation Unresolved cited work

Reference 63

Resolution
unresolved
raw_fallback, observed 2026-08-05T20:35:08.399968Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T20:35:06.269453Z digest=sha256:aadfaafe6801a2e1ff0fdfca4a79aa44397d7c944b883cd442f700af0e8c2cea

Observation 5453db63-a122-48b8-9655-c1174102b9b7 · outbound

This paper cites an unresolved cited work.

From Pixel to Mask: A Survey of Out-of-Distribution Segmentation Unresolved cited work

Reference 64

Resolution
unresolved
raw_fallback, observed 2026-08-05T20:35:08.197562Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T20:35:06.383845Z digest=sha256:2b9a46ba652d18e3eaf4d645e9751b77da6d28283fa90f17515b49fc792252e0

Observation 8102fa48-469e-4170-80a6-388e76ad8c2f · outbound

This paper cites an unresolved cited work.

From Pixel to Mask: A Survey of Out-of-Distribution Segmentation Unresolved cited work

Reference 65

Resolution
unresolved
raw_fallback, observed 2026-08-05T20:35:08.031285Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T20:35:06.456971Z digest=sha256:7971a9b6ade3692303a2fdfa34fd70a05fe6ff3038f25d8f4d628fa2884b3274

Observation e8794552-1c30-4d79-92c0-20dc62787d99 · outbound

This paper cites an unresolved cited work.

From Pixel to Mask: A Survey of Out-of-Distribution Segmentation Unresolved cited work

Reference 66

Resolution
unresolved
raw_fallback, observed 2026-08-05T20:35:07.958541Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-05T20:35:06.556789Z digest=sha256:b823fc4cc678522d0da257127e33134f0c3abdde92d2a7d3e9cfc74e1702cb8c

Observation 32b6d210-282b-4e3b-bf8c-7aa6d0bf7806 · outbound

This paper cites SegmentMeIfYouCan: A Benchmark for Anomaly Segmentation.

From Pixel to Mask: A Survey of Out-of-Distribution Segmentation SegmentMeIfYouCan: A Benchmark for Anomaly Segmentation

Reference 2021

Resolution
unresolved
no resolver link, observed 2026-08-05T20:35:01.728444Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T20:35:01.728444Z digest=sha256:0db37c834709d53502aa5c308e31a107139ef87ff2364684da3827a47a5f9d9a

Pith citing papers

Observation 5d2059ac-9a3e-4ff3-9b60-5f427d994529 · inbound

CURE-OOD: Benchmarking Out-of-Distribution Detection for Survival Prediction cites this paper.

CURE-OOD: Benchmarking Out-of-Distribution Detection for Survival Prediction From Pixel to Mask: A Survey of Out-of-Distribution Segmentation

Reference 15

Resolution
verified exact
arxiv_id, observed 2026-05-11T15:21:09.714224Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-09T20:10:20.983646Z digest=sha256:0027129ed4e43b368103191692524afdb9ebce8030e199b894e6fd29a624ef2c