Paper Citation Record · LEDGER

CholecSeg8k: A Semantic Segmentation Dataset for Laparoscopic Cholecystectomy Based on Cholec80

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 24 inbound Pith citation observations for arXiv:2012.12453.

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

pith.paper-citation-record.v1
2012.12453 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 24 of 24 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 24 of 24 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-08T11:07:34.973757Z

measured 1 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

43
pith, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation b48d3b2c-42de-48a4-a110-a48447a56bb2 · inbound

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 cites this paper.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 CholecSeg8k: A Semantic Segmentation Dataset for Laparoscopic Cholecystectomy Based on Cholec80

Reference 60

Resolution: verified exact; arxiv_id, observed 2026-05-24T08:44:14.347202Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e336b174-a0ab-4647-956e-21d07a2e422d · inbound

SASVi -- Segment Any Surgical Video cites this paper.

SASVi -- Segment Any Surgical Video CholecSeg8k: A Semantic Segmentation Dataset for Laparoscopic Cholecystectomy Based on Cholec80

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-08T11:07:34.973757Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b90acdb-3f71-4aee-ba7b-b2b647fe71de · inbound

SurgTPGS: Semantic 3D Surgical Scene Understanding with Text Promptable Gaussian Splatting cites this paper.

SurgTPGS: Semantic 3D Surgical Scene Understanding with Text Promptable Gaussian Splatting CholecSeg8k: A Semantic Segmentation Dataset for Laparoscopic Cholecystectomy Based on Cholec80

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T21:52:10.424619Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e814794a-f433-4bcb-953f-b8b336820a39 · inbound

Is Visual in-Context Learning for Compositional Medical Tasks within Reach? cites this paper.

Is Visual in-Context Learning for Compositional Medical Tasks within Reach? CholecSeg8k: A Semantic Segmentation Dataset for Laparoscopic Cholecystectomy Based on Cholec80

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-06T21:12:05.899843Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8abe672c-6c05-4d41-89b8-ed651f443795 · inbound

Robust Noisy Pseudo-label Learning for Semi-supervised Medical Image Segmentation Using Diffusion Model cites this paper.

Robust Noisy Pseudo-label Learning for Semi-supervised Medical Image Segmentation Using Diffusion Model CholecSeg8k: A Semantic Segmentation Dataset for Laparoscopic Cholecystectomy Based on Cholec80

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T15:14:40.454916Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0f365ce8-5147-4344-867f-1a930a034123 · inbound

Grounding Surgical Action Triplets with Instrument Instance Segmentation: A Dataset and Target-Aware Fusion Approach cites this paper.

Grounding Surgical Action Triplets with Instrument Instance Segmentation: A Dataset and Target-Aware Fusion Approach CholecSeg8k: A Semantic Segmentation Dataset for Laparoscopic Cholecystectomy Based on Cholec80

Reference 16

Resolution: metadata mismatch; arxiv_id, observed 2026-05-18T01:20:34.805279Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 3bac9144-2a2d-456b-b882-ff17b2d2300c · inbound

Current validation practice undermines surgical AI development cites this paper.

Current validation practice undermines surgical AI development CholecSeg8k: A Semantic Segmentation Dataset for Laparoscopic Cholecystectomy Based on Cholec80

Reference 42

Resolution: verified exact; arxiv_id, observed 2026-05-18T01:42:17.514443Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 1392ec2c-fa61-4c02-87f3-0cd80209ec13 · inbound

Current validation practice undermines surgical AI development cites this paper.

Current validation practice undermines surgical AI development CholecSeg8k: A Semantic Segmentation Dataset for Laparoscopic Cholecystectomy Based on Cholec80

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-03T23:55:23.434278Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a820113-e8ee-45a1-b4ab-443be46990d3 · inbound

SurgSLOT: Segment Anything in Surgical Videos via Semantic Long-term Tracking cites this paper.

SurgSLOT: Segment Anything in Surgical Videos via Semantic Long-term Tracking CholecSeg8k: A Semantic Segmentation Dataset for Laparoscopic Cholecystectomy Based on Cholec80

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-03T21:12:04.739163Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5ddf9465-807a-413d-a1dc-0f59065b5606 · inbound

Comparing SAM 2 and SAM 3 for Zero-Shot Segmentation of 3D Medical Data cites this paper.

Comparing SAM 2 and SAM 3 for Zero-Shot Segmentation of 3D Medical Data CholecSeg8k: A Semantic Segmentation Dataset for Laparoscopic Cholecystectomy Based on Cholec80

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-05-17T04:39:02.659603Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 19428a49-5fa9-47e5-8c55-58ae2e69be79 · inbound

Unlocking Positive Transfer in Incrementally Learning Surgical Instruments: A Self-reflection Hierarchical Prompt Framework cites this paper.

Unlocking Positive Transfer in Incrementally Learning Surgical Instruments: A Self-reflection Hierarchical Prompt Framework CholecSeg8k: A Semantic Segmentation Dataset for Laparoscopic Cholecystectomy Based on Cholec80

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-05-13T21:03:20.378343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 36f0189c-a031-4e23-aaf3-95d8daf43cf4 · inbound

DenseTRF: Texture-Aware Unsupervised Representation Adaptation for Surgical Scene Dense Prediction cites this paper.

DenseTRF: Texture-Aware Unsupervised Representation Adaptation for Surgical Scene Dense Prediction CholecSeg8k: A Semantic Segmentation Dataset for Laparoscopic Cholecystectomy Based on Cholec80

Reference 8

Resolution: metadata mismatch; arxiv_id, observed 2026-05-13T06:47:26.409912Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c59a130e-6b5f-490e-b0a3-487b4fa4ea73 · inbound

EndoGSim: Physics-Aware 4D Dynamic Endoscopic Scene Simulations via MLLM-Guided Gaussian Splatting cites this paper.

EndoGSim: Physics-Aware 4D Dynamic Endoscopic Scene Simulations via MLLM-Guided Gaussian Splatting CholecSeg8k: A Semantic Segmentation Dataset for Laparoscopic Cholecystectomy Based on Cholec80

Reference 13

Resolution: metadata mismatch; arxiv_id, observed 2026-05-20T19:53:42.151913Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 1198407c-674e-46fe-be8a-6c7a83ee8e36 · inbound

Learning Emergent Modular Representations in Multi-modality Medical Vision Foundation Models cites this paper.

Learning Emergent Modular Representations in Multi-modality Medical Vision Foundation Models CholecSeg8k: A Semantic Segmentation Dataset for Laparoscopic Cholecystectomy Based on Cholec80

Reference 49

Resolution: verified exact; arxiv_id, observed 2026-05-22T08:04:43.033501Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ac0851da-785a-4bbf-9e57-f258f0a04caa · inbound

OR-Action: Multi-Role Video Understanding with Fine-Grained Actions cites this paper.

OR-Action: Multi-Role Video Understanding with Fine-Grained Actions CholecSeg8k: A Semantic Segmentation Dataset for Laparoscopic Cholecystectomy Based on Cholec80

Reference 6

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T13:48:21.163655Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 18f37c13-69a2-4e3a-8217-f867ebf2f8a2 · inbound

Surgical Anatomy Recognition with Context Learning using Foundation Representations cites this paper.

Surgical Anatomy Recognition with Context Learning using Foundation Representations CholecSeg8k: A Semantic Segmentation Dataset for Laparoscopic Cholecystectomy Based on Cholec80

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-07-04T07:59:40.022596Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 7b9796f9-688a-418f-a71f-17994596a1e8 · inbound

SurgAtlas: A Large-Scale Surgical Video-Language Dataset with 2,391 Hours of Open and Minimally Invasive Surgery cites this paper.

SurgAtlas: A Large-Scale Surgical Video-Language Dataset with 2,391 Hours of Open and Minimally Invasive Surgery CholecSeg8k: A Semantic Segmentation Dataset for Laparoscopic Cholecystectomy Based on Cholec80

Reference 31

Resolution: verified exact; arxiv_id, observed 2026-07-04T20:10:07.397872Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e359b265-ddf0-4877-ae90-ecba72648b88 · inbound

Dense Structural Priors for Sparse Functional Landmark Localization in Surgical Videos cites this paper.

Dense Structural Priors for Sparse Functional Landmark Localization in Surgical Videos CholecSeg8k: A Semantic Segmentation Dataset for Laparoscopic Cholecystectomy Based on Cholec80

Reference 6

Resolution: metadata mismatch; arxiv_id, observed 2026-07-01T00:55:11.515082Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 33f60250-03c2-4f9f-818d-5a4107b1f948 · inbound

DeGenseGS: Geometrically and Semantically Decoupled Surgical Scene Understanding in 4D Gaussian Splatting cites this paper.

DeGenseGS: Geometrically and Semantically Decoupled Surgical Scene Understanding in 4D Gaussian Splatting CholecSeg8k: A Semantic Segmentation Dataset for Laparoscopic Cholecystectomy Based on Cholec80

Reference 5

Resolution: unresolved; no resolver link, observed 2026-07-11T13:55:33.416450Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e95f69d0-b3b8-43f2-9ac6-e2f89bba3bea · inbound

Attribute Retrieving for Open-Vocabulary Endoscopic Compositional Referring Segmentation cites this paper.

Attribute Retrieving for Open-Vocabulary Endoscopic Compositional Referring Segmentation CholecSeg8k: A Semantic Segmentation Dataset for Laparoscopic Cholecystectomy Based on Cholec80

Reference 12

Resolution: verified exact; local_arxiv, observed 2026-07-10T08:06:57.771168Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 649295f2-4a10-432c-b4d2-6b4c882be91e · inbound

Stitch-Inferencer: Enhance Endoscopic Video Segmentation and Tracking via Panoramic Reconstruction cites this paper.

Stitch-Inferencer: Enhance Endoscopic Video Segmentation and Tracking via Panoramic Reconstruction CholecSeg8k: A Semantic Segmentation Dataset for Laparoscopic Cholecystectomy Based on Cholec80

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-02T00:36:44.850878Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fdb8d44c-8fb6-4f9d-8507-a661390dc159 · inbound

LAVIFT: Latent-Action-Guided Vision Fine-Tuning for Surgical Interaction Recognition cites this paper.

LAVIFT: Latent-Action-Guided Vision Fine-Tuning for Surgical Interaction Recognition CholecSeg8k: A Semantic Segmentation Dataset for Laparoscopic Cholecystectomy Based on Cholec80

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-01T11:30:59.526684Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5b33b222-6955-45f7-90a7-35d303be377c · inbound

Parameter-Efficient Adaptation of SAM3 for Prompt-Driven Surgical Concept Segmentation cites this paper.

Parameter-Efficient Adaptation of SAM3 for Prompt-Driven Surgical Concept Segmentation CholecSeg8k: A Semantic Segmentation Dataset for Laparoscopic Cholecystectomy Based on Cholec80

Reference 11

Resolution: unresolved; no resolver link, observed 2026-07-30T15:42:49.023185Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 67fbe92a-c6da-477e-aa65-75edec241b27 · inbound

Leveraging Transfer Learning with Class-Specific Decoders for Laparoscopic Segmentation cites this paper.

Leveraging Transfer Learning with Class-Specific Decoders for Laparoscopic Segmentation CholecSeg8k: A Semantic Segmentation Dataset for Laparoscopic Cholecystectomy Based on Cholec80

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-03T05:41:16.666284Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.