Pith. sign in

Paper Citation Record · LEDGER

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

As of 18 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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T20:35:01.264016Z digest=sha256:ee9184cb01c079821af9666a08d459a80081ea9f78d0edaeab0e822230c2f085

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T20:35:01.328634Z digest=sha256:b752951621238518d248dadf9c47248644535ab5e49329417ec0ea636fc51226

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T20:35:01.406582Z digest=sha256:0e943f2acf6069cbbee165832cf7a758c2ab52d6c361fb63400e4bc0406085b7

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T20:35:01.470910Z digest=sha256:f55941266869b9dfe2d9438269cdc7548b5dddb88a40a52eb66ef8c4f6f6d0d5

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T20:35:01.544410Z digest=sha256:64136ab8bbd603ad65f3ebaf9c4dee7c6933080a01e27d2584f101dddb3694ff

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T20:35:01.639712Z digest=sha256:fb5613ec0acbcf374bc86fabcf0be00b1372304be195ccf69a67c23cfab07554

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T20:35:01.820681Z digest=sha256:f6e8aed85f56c65e40dab23233bd478cc0a33a28e1a1c834d1dce5a98b15a1d3

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T20:35:01.890002Z digest=sha256:80add4551ad8abfb2ac754b609e55fffcbf6cb66806df79d706f1eadb312b0ce

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T20:35:01.974731Z digest=sha256:168ff7d777ea47ecbd119a3b5b56bdfc9ec314d9b9f3666bab54848328f165fc

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T20:35:02.070710Z digest=sha256:76a3bebd57dafb1f8d6e3b54851ea19d7bcc3f9b19b0bcfcd121ea95abf0272f

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T20:35:02.243893Z digest=sha256:9226ea2ea0f706dae67899b78036e7f3622220e919119fd50c7f5b47279b82f4

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T20:35:02.337819Z digest=sha256:986beb88a317ab7d53e3fdf83f2a8398ab8be3fd5d44aa87b6ace30bab5233a7

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T20:35:02.427769Z digest=sha256:1bb28d851e6d643b7e2f94d78006ef813a643b68fad492703c35323e773d2a29

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T20:35:02.496764Z digest=sha256:a93bdfbcdd60ff5336e1959a93ded590b1c97a77186243dcfdc0622e7cab7352

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T20:35:02.568724Z digest=sha256:542eb7862134e19faf0b114091149ae32327fcab1565ed15dd52911adc1fcaf7

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T20:35:02.734697Z digest=sha256:9b2353a335875dc08b4903957dbc263fc0395947ed7eca5b0a657aa42900b14b

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T20:35:02.815394Z digest=sha256:7adae9fabb79ba8c0cf22c6e6b24d9440521f7683eef7b2feecfc227c2708423

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T20:35:02.901548Z digest=sha256:f6ed48f203abc6eeabd425a5ec30d86eb86e47a13e9e130981218d29d98e610c

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=sha256:8fd6de6d22e6e9c80012bd66b70de12e173e33c4189171fd8492a8dddbab61f3

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T20:35:03.277784Z digest=sha256:6ba452960c1a7dbf5dee4af7c2a414ee94b2e4d887dc5461bd039df290dccf07

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T20:35:03.350648Z digest=sha256:3300235637a6ca70b145040a2bcf3dfedfd2fa18230e96e80cff021472941cdf

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T20:35:03.428630Z digest=sha256:2b295a7bd4ba38bac6260a7f907440b7079a7b90ee3f5b3c1a783969832a6b30

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T20:35:03.497743Z digest=sha256:7c3928394cab7a5c92dab559c20f3f7fc2dc6dd06b8ce502aef93878758c9d83

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T20:35:03.569418Z digest=sha256:ddde9b17b765d1a89f8cb955a8b64907ae3ad2a9777eb688bbbe9a73a7d0439c

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T20:35:03.646723Z digest=sha256:cb8e35e1449786a612e8deae31e8c58371a6bba34df856636b90a2a01db3c243

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T20:35:03.736521Z digest=sha256:7305c139d7a8ac081c3704fb52bb7e8ebebb804e6e1f6c15dfd904689afedda7

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T20:35:03.814227Z digest=sha256:9b67e0cf7ec551ef15bccd4796a7a7c6dd2775a0233970d50bc1739defb4e9c6

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T20:35:03.882160Z digest=sha256:c2dd82db6b5ec22440a42856ec1437dbff087a7da8f5f6a015ec5985fce9cd19

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T20:35:03.943933Z digest=sha256:a30298692f0979e8c9160766c858a031bdca133c4231319d71a38a9398ae9e18

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T20:35:04.059663Z digest=sha256:4438a20b90c4bf5eae9d2864a5cecb3b1fbeac8c8e8ffcf88a56dcdb4a0426e0

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:a6cac917a8c622b9451cce343930f3cbbca10d7fcd20d66cf470a28c07b81286

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T20:35:04.215200Z digest=sha256:50b6b317b8949c5eb16fc77af6bbb326e098ccdb591c1d8d12b3f09cd3d16d73

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T20:35:04.287484Z digest=sha256:61abed3c955dabaeacfee9c66ddc799e6d981a2b00cfe506468b3775e525d7cd

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T20:35:04.378828Z digest=sha256:c6cefdea9ad6d718119e2fe45a8d5dbbc1263c478fb25b2bb67e243327047373

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T20:35:04.466587Z digest=sha256:316370a8cde0a15a3fecddf80d8b0f9c77b747e92208c36838c35415116f44d9

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T20:35:04.554917Z digest=sha256:7a78096fa4aa72202a21af58cc82b9d4f4a117ac5ebe723675f9fa3518375fec

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T20:35:04.616790Z digest=sha256:57229bdabf6725e16dca2fcf8bcdbfcbf558d224e556fcc9dae759807662ca70

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T20:35:04.680746Z digest=sha256:ceaa07ed0e8cffe871c3f19a850aeee606e88d9a035e4d0d3f452a15ec75d509

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T20:35:04.802752Z digest=sha256:d16591fdd1ae5cef1d2aa39c45bc128a9868aa68d82ec86698b9ab396377d048

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T20:35:04.841235Z digest=sha256:c368f040851bd16e628a3870f3fe8380e29a5946734de1699c7830487ef881dd

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T20:35:04.984353Z digest=sha256:9add89771f2d9b25a86d8c9df86fe2bff179f2b1816139ce54b09b9b08777c56

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T20:35:05.072812Z digest=sha256:69817c840efd338637b0166c4805086e01a4b55cf058f4a542ade1109f74296f

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T20:35:05.166362Z digest=sha256:6afe5324ebebf10823b0bc86d2f7281b528995f01bc8bbe21c16eed1356d6a7a

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T20:35:05.353721Z digest=sha256:7023f2f3cff80fa9259aacfe4fdc4b7014e7d2ff294fa564f5fc85e86b292a44

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T20:35:05.475150Z digest=sha256:329627f80bf016501666270547e71fe51d4eddede474909d5479324e4240b7c5

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T20:35:05.560914Z digest=sha256:9683999aed1a39b14698cb1632f3a64f04b1978a5014e524a5905ed48e26827a

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T20:35:05.596258Z digest=sha256:37b150afba1927cd8356f2717eaec33c794290788a5673142b813faa0d0c6591

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T20:35:05.658950Z digest=sha256:4aa8856c822c2cecd94a3248827aa1ce9ef1b80c589ed0c330c6d2e8efdef957

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T20:35:05.714635Z digest=sha256:9836c7a46bca86498849cd41073d270923b87c5059d1346c9d40d7147d0640f9

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T20:35:05.796763Z digest=sha256:73ead6385e5c9edac2f1a30ea23200f447e07acf9896750f8fef7f28ffaf8a38

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T20:35:05.879231Z digest=sha256:4704b09376ee2c58eea178e53d92292546b7c438b36e9dda04b48034a3cbad86

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T20:35:05.881293Z digest=sha256:15d112034f968c0f1e7a5a2906a31f111c8d74c02aa0c7ca6d208cde5e6c0ecf

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T20:35:05.887004Z digest=sha256:17bef2f22fc895f95c1e882f39de023295047382d2645efc11a0cf4461f6a90d

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T20:35:05.985375Z digest=sha256:2d7102438e4440f8bceadf5552748812c6d67c53f5a61124cc89ee07f51d2955

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T20:35:06.114375Z digest=sha256:92d88d9b91f52a425b3e70a3f9c0eb7fa32a003f876a76bc1e5cdfd64144d789

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T20:35:06.269453Z digest=sha256:77fe0de7c20765a7f8a42f101d55378c105b5ac72e8a82d4e661d76b846b6b1f

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T20:35:06.383845Z digest=sha256:7670c3b43ac3f657817144d1e3d00056d0cada2dbcad7d5c9a4ce4a98ea3d155

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T20:35:06.456971Z digest=sha256:b049668f18b987d2db124eb671de003b9012ff93e59c57b1a65fffa3dc3cfa43

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T20:35:06.556789Z digest=sha256:a42041c7ff3e4a5fbdbb8e62ae8c46d481462d23666b283de19b79ec38b85d1d

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-09T20:10:20.983646Z digest=sha256:4007a956bd7228e2240952a05ec1cb1b014c9d5790e1b373881a77e9247a776f