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Paper Citation Record · LEDGER

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

As of 10 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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T20:35:01.264016Z digest=sha256:be1fdd5966525869f9dfc1fba5fa9ec855a48252e7e2dc690943b78ac0101cab

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T20:35:01.328634Z digest=sha256:9ed22a700d0669f9edcb371989750b967071633a6cfd1046d3daff7d72627cdd

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T20:35:01.406582Z digest=sha256:f3aa0e6a4c2923872c0971a1141908cf1cb2caa377d1228ed369abb9856a49da

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T20:35:01.470910Z digest=sha256:47baf51ce4a1cb526f66be566ae2cf04a8c9d168fc82c61f37be43e5e60e8428

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T20:35:01.544410Z digest=sha256:1b6df9b707065d557016461a280240b2dbca5e6e4d448da966afe927026ea40c

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T20:35:01.639712Z digest=sha256:f1e4d6f91d5a465f11229929b2e0560b294a1f9877570cbcbb20005cf01b3434

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T20:35:01.820681Z digest=sha256:c969af48730fe6400d750ea2de0f455907b23023d847e596ddc14fb473db9bbc

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T20:35:01.890002Z digest=sha256:88be550b88b85076e290deb540ff58aa93345e29a7c23a6909e1e427feb79a2a

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T20:35:01.974731Z digest=sha256:f0fe1c605d04d8a07de97a0591ab3fd0de611925513adfdd5e20539f6fcfad88

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T20:35:02.070710Z digest=sha256:ff2b95285c5e5a3966bcbb76e68611a30073453e33f3685075fa63d50d2ea686

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=sha256:9f26b2dfe6b6586d94db9683ab0d34ed3ac37982608ad45f25e02fc0a23ecb39

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T20:35:02.243893Z digest=sha256:9f3c9e49c2026572aa4a16104f9d5dde7cb2c3c4d6540a692edf94f2fb8c64bc

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T20:35:02.337819Z digest=sha256:853639b27c376f3ca8594e9b0669422a25e49995da7e126e176f0365256d066c

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T20:35:02.427769Z digest=sha256:9f49ef71d06425fb2079d49c900dd02adec608136e11ce27145e44766ed34203

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T20:35:02.496764Z digest=sha256:1dd0829a34a364337acb4dd15ddf052d78ec909ecd9f7baf9f3fe98c637000a6

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T20:35:02.568724Z digest=sha256:e02442660da5a996046ccfdff9a09a4bd3e74f9cadb57fa6babc607e1d3874fc

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=sha256:2f13755336941627fcbf92f25bdba65cbd97c9fc87dac4972e7c8ea14180e4cd

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T20:35:02.734697Z digest=sha256:1430c67138909d18ed24b3ad02d716c1fd8a7043fef6ad122db19a239c94a233

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T20:35:02.815394Z digest=sha256:2c87e2b6e18bb0fc967ca173fbf1f5e25bf7fafbe7fdae2b090196e49947169a

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T20:35:02.901548Z digest=sha256:046e796c5087014b6f685bd0e99b62554c0653e0d330b2ee280d4d387ab2ad39

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=sha256:66893bc27975dbde0e1c057af6a27096b5d035b4c91d7929a3ada4ad24633891

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=sha256:7b51f3ec9aac80c13939ef89553cb9c7df24a649e3e2df1a4e486f18ce2be379

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=sha256:3775403346af005f5603be299ddcc039c6ad8dca8105e055daf6b0474dad43d2

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T20:35:03.277784Z digest=sha256:0c3ce3eab4e08b9f65827e3193a0ec8653aac66ff6c11f035df36b33ef2888b4

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T20:35:03.350648Z digest=sha256:d3d07f10adac76e27f121357c29203e6dc1f8f909726605e9404a0d57f8a38ee

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T20:35:03.428630Z digest=sha256:8ca7328741c5ab03559d4195b22e3247386a223d3213225579ed9e5dbd00774b

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T20:35:03.497743Z digest=sha256:6cc7e3b17957cb98ca424ee5ae77adf7bc11dc52cff2b2ff4986103553c87efb

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T20:35:03.569418Z digest=sha256:c8e02ac931bf142f20aaba6d219126611ecd48bb1520d52d161d6e9dc29cb2be

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T20:35:03.646723Z digest=sha256:96ba38168defea1bdec003266b92953019b522c3f220c14157836c61394672b7

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T20:35:03.736521Z digest=sha256:e50d5c4d8c931425977fae89470f4c77bbe59da553f90451e30f3c604464b513

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T20:35:03.814227Z digest=sha256:fda0f56a66b169ee47eaee24d5b60f6b43b27d0a3d7888aa7beb28873dbf326b

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T20:35:03.882160Z digest=sha256:0bc7b09785c93c43c15eb265bea0aeed1a0f56bee1eb990d3cf4cb164874996e

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T20:35:03.943933Z digest=sha256:abd7b567d0754b1d1a98984884095d2d20fedaa2819c505882a6824ccf420487

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T20:35:04.059663Z digest=sha256:822ccb704a84c60fda03f4c099970b5ff26985a0b8268dac8d3fd8d805609d0e

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:b04d404b153be040b32b3fa4b3c5df828134a4a3145131632a493f2ef018886f

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T20:35:04.215200Z digest=sha256:4650afe2e8b02a991141625f69382036944ee66da95dc0b23eb8dbc60b7ab7c9

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T20:35:04.287484Z digest=sha256:7d4313b054aa2edf83e1d3ce1e9bd3248b9d1311db135037edd617615abf4314

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T20:35:04.378828Z digest=sha256:5ddbade537a9df99f6f4d8a0a5689c5969bef3aad11236e604421402b3031529

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T20:35:04.466587Z digest=sha256:9580059ee65133cdfb5f0abf859e419b39ca430a14ad956fd2516778fdeb53e6

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T20:35:04.554917Z digest=sha256:db162c7dec7195d072e92ec75b09c78f1997dcec9c3aeb63bbe68a208a824c2a

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T20:35:04.616790Z digest=sha256:216201793d38e362c0ce9e246cdcbf958929502ab3fbf152422224c8d0ee6247

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T20:35:04.680746Z digest=sha256:129eddb96fa72509d404cd3fc7d64cabb15658642c0f552dee7d8d4d5aa777d5

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=sha256:97a560111679d9e9e9051834aa2cb46d17d445b19fff05d510df4622d198b02a

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T20:35:04.802752Z digest=sha256:2578ea562059a8993baf702b5496ff5ca3e9b26f265b6f025093e5ec8dd22a7c

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T20:35:04.841235Z digest=sha256:420782476132ffbb3af04887f018726140dba9e9c0ec3b0ef1884e0bcb37eb30

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:ab1e6dd0a6f4ceccac46781e107cd8ab0948c88bacac39485ef041d316752aed

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T20:35:04.984353Z digest=sha256:4dac5ddeedfde2e155a8102e9fbb95eead65cd79f57049e9bcb26bd23f248938

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T20:35:05.072812Z digest=sha256:f31152bfef8cf0269323a48c9da91814b0b081d0da014a7e8d670e7b87feb2f0

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T20:35:05.166362Z digest=sha256:0a7f9d74920e652b72d5ef427deefff5bb11e80c19426b987f65aab13caff14b

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=sha256:37ce0b2d200c999345b8df6335610ceae4daaace6f2e68ddb0e6a7b7cf612778

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T20:35:05.353721Z digest=sha256:308f3dc5e139096c51b4874e964b23e6303a08e385ca003c54a15bb6e411fd18

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T20:35:05.475150Z digest=sha256:63fb4c817b5d4f773d0dc7db8ead0e9893b5577eab198d4533b183e756428f78

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T20:35:05.560914Z digest=sha256:5a8cc71abc60eca02c9e64eaf6f0f07585a7d666d0ce49ee4fa67ddd837c5511

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T20:35:05.596258Z digest=sha256:ef338d1797de32742f30b75017f73cb5a98067ecd19cb63d37e9c20e01bd9a3e

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T20:35:05.658950Z digest=sha256:f829fe1b7283c9d5defb4ae2b29757e9addec5cf285a98202413f8974d374793

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T20:35:05.714635Z digest=sha256:5f454eee2a93765ac70b3d57e238f55e6baef3c74637f53959b03385ae771a2a

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T20:35:05.796763Z digest=sha256:84c7133d67f79f0028014fc179100b4b546d5249c870544cbf88f367af776cbd

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T20:35:05.879231Z digest=sha256:f5c55b159fa354b6d46033402cdd53830f423b267734b5c46b3e74265a10ed92

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T20:35:05.881293Z digest=sha256:81cba95cb6ee450886c740f37838b67930d48300ed87c6a0666023eae3d469b4

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T20:35:05.887004Z digest=sha256:a4cb39628856fc4887e28df5caa181e6ca6fe2df77503c036546e450683e062f

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T20:35:05.985375Z digest=sha256:afd877cfd3e80f2ea7cbe9e9a427397195861751495b17f8a761b86afe26a880

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T20:35:06.114375Z digest=sha256:24077802a2ec12c1e5ea614d977b2c83487a0071f5ec00cbe4816a13a201eca6

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T20:35:06.269453Z digest=sha256:63b411fe0b7aea7cfa0dd9b7686c5572112b7ac06d341a32731aea7e378acb5a

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T20:35:06.383845Z digest=sha256:8e7c51556b10d5ac1a5863b65febb4ff18d236c0aeb22a732305cc6640b3f976

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T20:35:06.456971Z digest=sha256:bea6e0e4d2001bdd5336c196ed6e78e32e687dd69f22862a8df5615b6f30ac59

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T20:35:06.556789Z digest=sha256:db72c619d51aa6c3058d9842b03c8526f3ec69279254ddf8aa83fc03a23059fe

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=sha256:1d048302c80c6c32c7e0ccb40552849171dce1c1cc3219cef7f90dc2d845079f

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-09T20:10:20.983646Z digest=sha256:2b94794ed9f16ec52258b59f21934a5996c8043983a8924b5fbd4e3ba80edfb4