Paper Citation Record · LEDGER

SAM 2 in Robotic Surgery: An Empirical Evaluation for Robustness and Generalization in Surgical Video Segmentation

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 4 inbound Pith citation observations for arXiv:2408.04593.

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

pith.paper-citation-record.v1
2408.04593 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 4 of 4 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-08T11:07:34.876358Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-23T19:43:23.346065Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation f14daf63-cdcf-43f8-87d0-da7300c12571 · inbound

On Efficient Variants of Segment Anything Model: A Survey cites this paper.

On Efficient Variants of Segment Anything Model: A Survey SAM 2 in Robotic Surgery: An Empirical Evaluation for Robustness and Generalization in Surgical Video Segmentation

Reference 38

Resolution: verified exact; arxiv_id, observed 2026-05-23T19:43:23.349263Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 65e7f889-0cc4-4c9c-b6ef-9724ae411d4a · inbound

SASVi -- Segment Any Surgical Video cites this paper.

SASVi -- Segment Any Surgical Video SAM 2 in Robotic Surgery: An Empirical Evaluation for Robustness and Generalization in Surgical Video Segmentation

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-08T11:07:34.876358Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 21664948-2d9d-4afd-96a4-8c0ef4d8d56c · inbound

Memory-Augmented SAM2 for Training-Free Surgical Video Segmentation cites this paper.

Memory-Augmented SAM2 for Training-Free Surgical Video Segmentation SAM 2 in Robotic Surgery: An Empirical Evaluation for Robustness and Generalization in Surgical Video Segmentation

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T17:58:47.453657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c561b15b-f9a1-409f-b8d8-5dfa9adaae05 · inbound

Bootstrapping Video Semantic Segmentation Model via Distillation-assisted Test-Time Adaptation cites this paper.

Bootstrapping Video Semantic Segmentation Model via Distillation-assisted Test-Time Adaptation SAM 2 in Robotic Surgery: An Empirical Evaluation for Robustness and Generalization in Surgical Video Segmentation

Reference 65

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T09:00:58.817814Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.