Paper Citation Record · LEDGER

SAM2-Adapter: Evaluating & Adapting Segment Anything 2 in Downstream Tasks: Camouflage, Shadow, Medical Image Segmentation, and More

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 18 inbound Pith citation observations for arXiv:2408.04579.

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

pith.paper-citation-record.v1
2408.04579 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 18 of 18 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 18 of 18 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-08T11:07:34.881032Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T10:19:47.765999Z

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 8b49c13e-5e6c-48b9-b768-1e9e5e610a9c · inbound

SASVi -- Segment Any Surgical Video cites this paper.

SASVi -- Segment Any Surgical Video SAM2-Adapter: Evaluating & Adapting Segment Anything 2 in Downstream Tasks: Camouflage, Shadow, Medical Image Segmentation, and More

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-08T11:07:34.881032Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fce26d78-6859-4399-9ae3-a685f6c8d4c8 · inbound

SAMamba: Adaptive State Space Modeling with Hierarchical Vision for Infrared Small Target Detection cites this paper.

SAMamba: Adaptive State Space Modeling with Hierarchical Vision for Infrared Small Target Detection SAM2-Adapter: Evaluating & Adapting Segment Anything 2 in Downstream Tasks: Camouflage, Shadow, Medical Image Segmentation, and More

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T12:56:54.997222Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a334688-76cb-41b5-8674-3a3d106dde9e · inbound

SAM-I2V: Upgrading SAM to Support Promptable Video Segmentation with Less than 0.2% Training Cost cites this paper.

SAM-I2V: Upgrading SAM to Support Promptable Video Segmentation with Less than 0.2% Training Cost SAM2-Adapter: Evaluating & Adapting Segment Anything 2 in Downstream Tasks: Camouflage, Shadow, Medical Image Segmentation, and More

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T11:52:38.439660Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 927b2552-3f26-4ba2-b3d4-324a10832155 · inbound

FAMSeg: Fetal Femur and Cranial Ultrasound Segmentation Using Feature-Aware Attention and Mamba Enhancement cites this paper.

FAMSeg: Fetal Femur and Cranial Ultrasound Segmentation Using Feature-Aware Attention and Mamba Enhancement SAM2-Adapter: Evaluating & Adapting Segment Anything 2 in Downstream Tasks: Camouflage, Shadow, Medical Image Segmentation, and More

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T05:38:14.086334Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d8ae1b53-930d-46b3-9fe9-fe9de93555b7 · inbound

SafeClick: Error-Tolerant Interactive Segmentation of Any Medical Volumes via Hierarchical Expert Consensus cites this paper.

SafeClick: Error-Tolerant Interactive Segmentation of Any Medical Volumes via Hierarchical Expert Consensus SAM2-Adapter: Evaluating & Adapting Segment Anything 2 in Downstream Tasks: Camouflage, Shadow, Medical Image Segmentation, and More

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T23:21:36.944884Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bce75e2d-29a5-48c6-990d-9a8cdbddb7e4 · inbound

SAM4D: Segment Anything in Camera and LiDAR Streams cites this paper.

SAM4D: Segment Anything in Camera and LiDAR Streams SAM2-Adapter: Evaluating & Adapting Segment Anything 2 in Downstream Tasks: Camouflage, Shadow, Medical Image Segmentation, and More

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T22:28:11.282044Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a96f91b-a486-4d0f-a393-87c8641912e4 · inbound

CRISP-SAM2: SAM2 with Cross-Modal Interaction and Semantic Prompting for Multi-Organ Segmentation cites this paper.

CRISP-SAM2: SAM2 with Cross-Modal Interaction and Semantic Prompting for Multi-Organ Segmentation SAM2-Adapter: Evaluating & Adapting Segment Anything 2 in Downstream Tasks: Camouflage, Shadow, Medical Image Segmentation, and More

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T21:53:30.444667Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 52b19cf9-be93-4c7d-a8e5-958cbf588eeb · inbound

SAMwave: Wavelet-Driven Feature Enrichment for Effective Adaptation of Segment Anything Model cites this paper.

SAMwave: Wavelet-Driven Feature Enrichment for Effective Adaptation of Segment Anything Model SAM2-Adapter: Evaluating & Adapting Segment Anything 2 in Downstream Tasks: Camouflage, Shadow, Medical Image Segmentation, and More

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T13:45:36.971957Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 838d89cd-bb63-4f46-a495-362bbf9cb2f5 · inbound

Shape Distribution Matters: Shape-specific Mixture-of-Experts for Amodal Segmentation under Diverse Occlusions cites this paper.

Shape Distribution Matters: Shape-specific Mixture-of-Experts for Amodal Segmentation under Diverse Occlusions SAM2-Adapter: Evaluating & Adapting Segment Anything 2 in Downstream Tasks: Camouflage, Shadow, Medical Image Segmentation, and More

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-06T05:31:45.365097Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 10b016f4-dd05-416a-99f8-cfe7d4c2ed01 · inbound

Multimodal SAM-adapter for Semantic Segmentation cites this paper.

Multimodal SAM-adapter for Semantic Segmentation SAM2-Adapter: Evaluating & Adapting Segment Anything 2 in Downstream Tasks: Camouflage, Shadow, Medical Image Segmentation, and More

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-04T17:57:10.197542Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a0c2d4ee-6a30-48cc-a4ff-0527ade43ffd · inbound

Refining Context-Entangled Content Segmentation via Curriculum Selection and Anti-Curriculum Promotion cites this paper.

Refining Context-Entangled Content Segmentation via Curriculum Selection and Anti-Curriculum Promotion SAM2-Adapter: Evaluating & Adapting Segment Anything 2 in Downstream Tasks: Camouflage, Shadow, Medical Image Segmentation, and More

Reference 2009

Resolution: malformed identifier; no resolver link, observed 2026-08-03T05:49:51.668829Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e42c945c-306b-4efd-bcf7-79a98638ebb8 · inbound

Weight Group-wise Post-Training Quantization for Medical Foundation Model cites this paper.

Weight Group-wise Post-Training Quantization for Medical Foundation Model SAM2-Adapter: Evaluating & Adapting Segment Anything 2 in Downstream Tasks: Camouflage, Shadow, Medical Image Segmentation, and More

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-05-11T07:11:01.915130Z

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 1cfd2129-f20e-4e76-9762-3ee375167cfa · inbound

Modality-Agnostic Prompt Learning for Multi-Modal Camouflaged Object Detection cites this paper.

Modality-Agnostic Prompt Learning for Multi-Modal Camouflaged Object Detection SAM2-Adapter: Evaluating & Adapting Segment Anything 2 in Downstream Tasks: Camouflage, Shadow, Medical Image Segmentation, and More

Reference 30

Resolution: verified exact; arxiv_id, observed 2026-05-11T08:45:58.444943Z

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 d630ffcf-5183-4174-a8aa-5cbe088f7cca · inbound

M$^4$-SAM: Multi-Modal Mixture-of-Experts with Memory-Augmented SAM for RGB-D Video Salient Object Detection cites this paper.

M$^4$-SAM: Multi-Modal Mixture-of-Experts with Memory-Augmented SAM for RGB-D Video Salient Object Detection SAM2-Adapter: Evaluating & Adapting Segment Anything 2 in Downstream Tasks: Camouflage, Shadow, Medical Image Segmentation, and More

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-05-13T06:17:22.984475Z

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 86736705-553f-4960-ad43-6264cba9bf80 · inbound

BED-SAM2: Boundary-Enhanced-Depth SAM2 via Monocular Geometric Priors cites this paper.

BED-SAM2: Boundary-Enhanced-Depth SAM2 via Monocular Geometric Priors SAM2-Adapter: Evaluating & Adapting Segment Anything 2 in Downstream Tasks: Camouflage, Shadow, Medical Image Segmentation, and More

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-06-30T12:04:38.691748Z

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 c63863eb-f71c-488a-9efc-9a6dd1c89370 · inbound

DifferSeg: Towards Diverse Multimodal Binary Segmentation via Differential Perception and Frequency Guidance cites this paper.

DifferSeg: Towards Diverse Multimodal Binary Segmentation via Differential Perception and Frequency Guidance SAM2-Adapter: Evaluating & Adapting Segment Anything 2 in Downstream Tasks: Camouflage, Shadow, Medical Image Segmentation, and More

Reference 48

Resolution: verified exact; arxiv_id, observed 2026-07-03T00:07:27.858657Z

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 40d4f60c-ade7-46d7-b306-7bce9bd1041b · inbound

From Reconstruction to Decision: A Post-Encoder Plug-in Adapter for Curvilinear Segmentation cites this paper.

From Reconstruction to Decision: A Post-Encoder Plug-in Adapter for Curvilinear Segmentation SAM2-Adapter: Evaluating & Adapting Segment Anything 2 in Downstream Tasks: Camouflage, Shadow, Medical Image Segmentation, and More

Reference 2

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T10:19:47.767245Z

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 ef1c5509-8da4-4206-a204-2cbf48a46343 · inbound

When Does Resolution Help a Frozen Backbone? Global Attention at Resolution Predicts Scalable Adaptation for Camouflaged and Marine Animal Segmentation cites this paper.

When Does Resolution Help a Frozen Backbone? Global Attention at Resolution Predicts Scalable Adaptation for Camouflaged and Marine Animal Segmentation SAM2-Adapter: Evaluating & Adapting Segment Anything 2 in Downstream Tasks: Camouflage, Shadow, Medical Image Segmentation, and More

Reference 4

Resolution: unresolved; no resolver link, observed 2026-07-12T07:35:42.545307Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.