Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-09T10:10:42.899627Z
Paper Citation Record · LEDGER
As of 10 August 2026, this Paper Citation Record lists 64 of 64 outbound references and 0 inbound Pith citation observations for arXiv:2502.03501.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-09T10:10:42.899627Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
64 of 64 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 14ec6b2d-be57-49c3-88b2-d5b3453942ff · outbound
Proxy Prompt: Endowing SAM and SAM 2 with Auto-Interactive-Prompt for Medical Segmentation ProtoSAM: One-Shot Medical Image Segmentation With Foundational Models
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 442ea059-ff64-49f6-bce4-fbad1c93aa78 · outbound
Proxy Prompt: Endowing SAM and SAM 2 with Auto-Interactive-Prompt for Medical Segmentation Segnet: A deep convolutional encoder-decoder architecture for image segmentation
Reference 2
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.
Observation e8df7f84-649a-41b7-be73-3474d5959561 · outbound
Proxy Prompt: Endowing SAM and SAM 2 with Auto-Interactive-Prompt for Medical Segmentation Uni- verseg: Universal medical image segmentation
Reference 3
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.
Observation 12c0fd30-0c69-43f7-8047-8fbe67e41fc4 · outbound
Proxy Prompt: Endowing SAM and SAM 2 with Auto-Interactive-Prompt for Medical Segmentation Seg- mentation by registration-enabled sam prompt engineering using five reference images
Reference 4
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.
Observation 620c5b8b-8d10-4f98-808e-1d6809d98dd6 · outbound
Proxy Prompt: Endowing SAM and SAM 2 with Auto-Interactive-Prompt for Medical Segmentation Rethink- ing space-time networks with improved memory coverage for efficient video object segmentation
Reference 5
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.
Observation cc499de2-d45e-4400-b5f5-8ae87d89fa43 · outbound
Proxy Prompt: Endowing SAM and SAM 2 with Auto-Interactive-Prompt for Medical Segmentation REFUGE2 Challenge: A Treasure Trove for Multi-Dimension Analysis and Evaluation in Glaucoma Screening
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 22ce41c7-ba2e-443f-8aea-9ea25d32ef16 · outbound
Proxy Prompt: Endowing SAM and SAM 2 with Auto-Interactive-Prompt for Medical Segmentation Isuog practice guide- lines: intrapartum ultrasound
Reference 7
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.
Observation 7ede956f-622c-4252-9825-3bf62cc9ad9f · outbound
Proxy Prompt: Endowing SAM and SAM 2 with Auto-Interactive-Prompt for Medical Segmentation Modeling Sequences with Structured State Spaces
Reference 8
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.
Observation f1e0ed1a-96cd-41ac-9d08-761879350f04 · outbound
Proxy Prompt: Endowing SAM and SAM 2 with Auto-Interactive-Prompt for Medical Segmentation Mamba: Linear-Time Sequence Modeling with Selective State Spaces
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 986b0c75-2b6c-4059-9c56-9b9b37a7f195 · outbound
Proxy Prompt: Endowing SAM and SAM 2 with Auto-Interactive-Prompt for Medical Segmentation Deep residual learning for image recognition
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c116b31a-e311-46ef-bc7b-c8c39cfa631e · outbound
Proxy Prompt: Endowing SAM and SAM 2 with Auto-Interactive-Prompt for Medical Segmentation Locating blood vessels in retinal images by piecewise threshold probing of a matched filter response
Reference 11
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.
Observation 0e884586-eec9-4718-854b-cf93ee9ee6c8 · outbound
Proxy Prompt: Endowing SAM and SAM 2 with Auto-Interactive-Prompt for Medical Segmentation LoRA: Low-Rank Adaptation of Large Language Models
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c9a3ccea-bd0c-43f1-ac28-8e3b8f7e4ad1 · outbound
Proxy Prompt: Endowing SAM and SAM 2 with Auto-Interactive-Prompt for Medical Segmentation nnu-net: a self-configuring method for deep learning-based biomedical image segmen- tation
Reference 13
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.
Observation a463c361-0fbf-4c7a-8675-b1e8ba9b0459 · outbound
Proxy Prompt: Endowing SAM and SAM 2 with Auto-Interactive-Prompt for Medical Segmentation Pubic Symphysis-Fetal Head Segmentation and Angle of Progression, 2023
Reference 14
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.
Observation 17a60cbe-5be6-4987-83a4-fb58214de8da · outbound
Proxy Prompt: Endowing SAM and SAM 2 with Auto-Interactive-Prompt for Medical Segmentation VM-DDPM: Vision Mamba Diffusion for Medical Image Synthesis
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 440103db-632a-4c6a-80a7-78b6e6c91ae9 · outbound
Proxy Prompt: Endowing SAM and SAM 2 with Auto-Interactive-Prompt for Medical Segmentation Segment any- thing
Reference 16
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.
Observation 9997a0a6-a13b-4247-831e-d7c92c0359c8 · outbound
Proxy Prompt: Endowing SAM and SAM 2 with Auto-Interactive-Prompt for Medical Segmentation Visual in-context prompting
Reference 17
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.
Observation b8029d65-750b-4a94-b9d1-e6424b191d63 · outbound
Proxy Prompt: Endowing SAM and SAM 2 with Auto-Interactive-Prompt for Medical Segmentation Evaluation of prostate segmentation algorithms for mri: the promise12 challenge
Reference 18
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.
Observation ffaf2f62-0907-4c4f-9894-c08a28baef17 · outbound
Proxy Prompt: Endowing SAM and SAM 2 with Auto-Interactive-Prompt for Medical Segmentation The jnu-ifm dataset for segmenting pubic symphysis-fetal head
Reference 19
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.
Observation 47fa46c0-65f2-43c1-9efd-238f470b759b · outbound
Proxy Prompt: Endowing SAM and SAM 2 with Auto-Interactive-Prompt for Medical Segmentation Semi-supervised medical image segmentation through dual- task consistency
Reference 20
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.
Observation 65b31dd2-233e-4611-aa88-a47fa2187992 · outbound
Proxy Prompt: Endowing SAM and SAM 2 with Auto-Interactive-Prompt for Medical Segmentation FER-YOLO-Mamba: Facial Expression Detection and Classification Based on Selective State Space
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 38a464f6-6609-4d40-92b0-46430e925f4a · outbound
Proxy Prompt: Endowing SAM and SAM 2 with Auto-Interactive-Prompt for Medical Segmentation Segment anything in medical images
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dfb2bb39-cffa-4096-8ce2-1d9fa75b26fe · outbound
Proxy Prompt: Endowing SAM and SAM 2 with Auto-Interactive-Prompt for Medical Segmentation U-Mamba: Enhancing Long-range Dependency for Biomedical Image Segmentation
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1a38660f-b786-4a44-8f11-aec1dd6a1840 · outbound
Proxy Prompt: Endowing SAM and SAM 2 with Auto-Interactive-Prompt for Medical Segmentation V-net: Fully convolutional neural networks for volumetric medical image segmentation
Reference 24
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.
Observation 01f17d5f-35d8-40ca-a679-0223f16ccafb · outbound
Proxy Prompt: Endowing SAM and SAM 2 with Auto-Interactive-Prompt for Medical Segmentation SAM 2: Segment Anything in Images and Videos
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cc97396d-21ed-4a8b-93ba-ed21a2d0797b · outbound
Proxy Prompt: Endowing SAM and SAM 2 with Auto-Interactive-Prompt for Medical Segmentation Auto- mated localisation of optic disk and fovea in retinal fundus images
Reference 26
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.
Observation 1ea2fad7-f99c-4211-ac34-278f6aeeb983 · outbound
Proxy Prompt: Endowing SAM and SAM 2 with Auto-Interactive-Prompt for Medical Segmentation AutoSAM: Adapting SAM to Medical Images by Overloading the Prompt Encoder
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a4db26bf-13a2-4827-b979-02d08e917134 · outbound
Proxy Prompt: Endowing SAM and SAM 2 with Auto-Interactive-Prompt for Medical Segmentation Vrp-sam: Sam with visual reference prompt
Reference 28
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.
Observation 4071ef4a-3567-497c-b266-1c53a3428009 · outbound
Proxy Prompt: Endowing SAM and SAM 2 with Auto-Interactive-Prompt for Medical Segmentation Survey on segmentation and classification approaches of optic cup and optic disc for diagnosis of glaucoma
Reference 29
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.
Observation 3f44fc3d-4dcd-4c1b-9c45-2c32d228f806 · outbound
Proxy Prompt: Endowing SAM and SAM 2 with Auto-Interactive-Prompt for Medical Segmentation Attention is all you need
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2fafebf9-ce43-4e01-b34a-4462127c9966 · outbound
Proxy Prompt: Endowing SAM and SAM 2 with Auto-Interactive-Prompt for Medical Segmentation Deeply supervised 3d fully convolutional networks with group dilated convolution for automatic mri prostate segmentation
Reference 31
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.
Observation 895ead5c-c745-4448-a252-9cff3642445d · outbound
Proxy Prompt: Endowing SAM and SAM 2 with Auto-Interactive-Prompt for Medical Segmentation Review of large vision models and visual prompt engineering
Reference 32
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.
Observation 33ffb6b1-668d-447a-b70b-7a2151e10502 · outbound
Proxy Prompt: Endowing SAM and SAM 2 with Auto-Interactive-Prompt for Medical Segmentation Boundary and entropy-driven ad- versarial learning for fundus image segmentation
Reference 33
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.
Observation b6e40a45-53d0-4f81-83ae-0c6ddfe20bb2 · outbound
Proxy Prompt: Endowing SAM and SAM 2 with Auto-Interactive-Prompt for Medical Segmentation Consistency-guided meta- learning for bootstrapping semi-supervised medical image segmentation
Reference 34
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.
Observation 89953310-8e3c-439f-9c70-107a8fd1885b · outbound
Proxy Prompt: Endowing SAM and SAM 2 with Auto-Interactive-Prompt for Medical Segmentation Cbam: Convolutional block attention module
Reference 35
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.
Observation 6ee6a43f-e4a3-4ac5-a717-f2745825f4c3 · outbound
Proxy Prompt: Endowing SAM and SAM 2 with Auto-Interactive-Prompt for Medical Segmentation One-prompt to segment all med- ical images
Reference 36
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.
Observation c5fd905f-8e00-4c57-be4c-42c5cb55db63 · outbound
Proxy Prompt: Endowing SAM and SAM 2 with Auto-Interactive-Prompt for Medical Segmentation Medical SAM Adapter: Adapting Segment Anything Model for Medical Image Segmentation
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0eb68023-507a-4172-aad5-575612fd95a9 · outbound
Proxy Prompt: Endowing SAM and SAM 2 with Auto-Interactive-Prompt for Medical Segmentation Self-prompting large vision models for few-shot medical image segmenta- tion
Reference 38
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.
Observation 796231c6-c561-40ed-98cf-7e06ee204137 · outbound
Proxy Prompt: Endowing SAM and SAM 2 with Auto-Interactive-Prompt for Medical Segmentation EviPrompt: A Training-Free Evidential Prompt Generation Method for Segment Anything Model in Medical Images
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a9400399-fe55-42ec-883f-370a66744e76 · outbound
Proxy Prompt: Endowing SAM and SAM 2 with Auto-Interactive-Prompt for Medical Segmentation TAVP: Task-Adaptive Visual Prompt for Cross-domain Few-shot Segmentation
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a70168af-6f70-414f-833f-d7ab863a68df · outbound
Proxy Prompt: Endowing SAM and SAM 2 with Auto-Interactive-Prompt for Medical Segmentation Customized Segment Anything Model for Medical Image Segmentation
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 30b9c05e-873b-4aa5-84df-24eee15462a8 · outbound
Proxy Prompt: Endowing SAM and SAM 2 with Auto-Interactive-Prompt for Medical Segmentation Personalize Segment Anything Model with One Shot
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5cd74614-0b91-4ae3-a099-e58c105e4fc6 · outbound
Proxy Prompt: Endowing SAM and SAM 2 with Auto-Interactive-Prompt for Medical Segmentation FD-Vision Mamba for Endoscopic Exposure Correction
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 90dbf59e-6503-470b-a4ab-2209c0385b4a · outbound
Proxy Prompt: Endowing SAM and SAM 2 with Auto-Interactive-Prompt for Medical Segmentation Vision Mamba: Efficient Visual Representation Learning with Bidirectional State Space Model
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d388a60a-4dcd-4229-8252-a16557d382d9 · outbound
Proxy Prompt: Endowing SAM and SAM 2 with Auto-Interactive-Prompt for Medical Segmentation Segment everything everywhere all at once
Reference 45
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.
Observation 3a23929f-861d-4fb5-b3b2-dfb6951340aa · outbound
Proxy Prompt: Endowing SAM and SAM 2 with Auto-Interactive-Prompt for Medical Segmentation Settings for Image Dataset
Reference 48
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.
Observation 79f52cd8-fc24-4152-a33d-71d6d8ebcea9 · outbound
Proxy Prompt: Endowing SAM and SAM 2 with Auto-Interactive-Prompt for Medical Segmentation Unresolved cited work
Reference 49
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.
Observation e22079b1-842d-4e51-94a9-66283a77b19d · outbound
Proxy Prompt: Endowing SAM and SAM 2 with Auto-Interactive-Prompt for Medical Segmentation We select the prediction that the highest overlaps with ground truth to calculate the model’s Dice score
Reference 51
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.
Observation f9b43eb1-6636-4532-8433-58b8e5e258fd · outbound
Proxy Prompt: Endowing SAM and SAM 2 with Auto-Interactive-Prompt for Medical Segmentation Unresolved cited work
Reference 52
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.
Observation dd6ad7a9-39af-4778-8210-bd35482bc157 · outbound
Proxy Prompt: Endowing SAM and SAM 2 with Auto-Interactive-Prompt for Medical Segmentation Unresolved cited work
Reference 53
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.
Observation 16e23052-c9fd-4894-b34b-e2fabfdf2554 · outbound
Proxy Prompt: Endowing SAM and SAM 2 with Auto-Interactive-Prompt for Medical Segmentation Unresolved cited work
Reference 54
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.
Observation 4f4c7126-ebf0-4862-8263-32004105916d · outbound
Proxy Prompt: Endowing SAM and SAM 2 with Auto-Interactive-Prompt for Medical Segmentation Unresolved cited work
Reference 55
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.
Observation 3b4645b7-f003-4297-a63c-bce23396a0b6 · outbound
Proxy Prompt: Endowing SAM and SAM 2 with Auto-Interactive-Prompt for Medical Segmentation non-target
Reference 56
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.
Observation c5f21b20-4bbd-4f72-9712-bffdc16b909c · outbound
Proxy Prompt: Endowing SAM and SAM 2 with Auto-Interactive-Prompt for Medical Segmentation Unresolved cited work
Reference 57
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.
Observation 039f6bfe-4901-4a6a-a789-86782e4f435a · outbound
Proxy Prompt: Endowing SAM and SAM 2 with Auto-Interactive-Prompt for Medical Segmentation 3D DSD-FCN [31] and MLB-Seg are existing SOTA models for PROMISE12 [18] dataset under fully supervised and semi-supervised settings, respectively
Reference 58
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.
Observation 8f301f2d-db13-447c-b237-45b52e6a88b6 · outbound
Proxy Prompt: Endowing SAM and SAM 2 with Auto-Interactive-Prompt for Medical Segmentation Given that SAM2 is pretrained on a large-scale video dataset, it was a natural choice to integrate our method into SAM2 for video segmentation
Reference 59
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.
Observation ce848969-9b69-42df-8be8-6a3abe0e0500 · outbound
Proxy Prompt: Endowing SAM and SAM 2 with Auto-Interactive-Prompt for Medical Segmentation #𝐹𝑟𝑎𝑚𝑒!"$%𝐹𝑟𝑎𝑚𝑒!
Reference 60
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.
Observation 07f175ae-f5d3-438b-ae2c-f5621cca7d40 · outbound
Proxy Prompt: Endowing SAM and SAM 2 with Auto-Interactive-Prompt for Medical Segmentation For our proposed modules, we conducted ablations on CSM and CCM, visualized the effectiveness of the Selec- tive Map , and analyzed different encoder architectures within CSM
Reference 61
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.
Observation 2b64b74a-8d34-46e8-9da0-3ff252903975 · outbound
Proxy Prompt: Endowing SAM and SAM 2 with Auto-Interactive-Prompt for Medical Segmentation Unresolved cited work
Reference 62
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.
Observation 05e2e20c-5350-4dcf-a9f3-96f6612b3aec · outbound
Proxy Prompt: Endowing SAM and SAM 2 with Auto-Interactive-Prompt for Medical Segmentation The most notable improvement is on STARE-Vessel, where Dice increased by 39.3%
Reference 63
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.
Observation d6a1fa2e-45fc-4ac1-b2db-40e82a936e05 · outbound
Proxy Prompt: Endowing SAM and SAM 2 with Auto-Interactive-Prompt for Medical Segmentation According to MedSAM’s supplementary mate- rials, its pretraining included FPA and REFUGE datasets
Reference 64
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.
Observation 1d516bd0-2fe6-47bb-b14a-8ccd57307fb5 · outbound
Proxy Prompt: Endowing SAM and SAM 2 with Auto-Interactive-Prompt for Medical Segmentation Unresolved cited work
Reference 65
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.
Observation afd7f613-9ae8-417a-9db7-196c7f074e03 · outbound
Proxy Prompt: Endowing SAM and SAM 2 with Auto-Interactive-Prompt for Medical Segmentation Unresolved cited work
Reference 193
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.
Observation 125fdefc-2664-48dd-807c-75109c3661d3 · outbound
Proxy Prompt: Endowing SAM and SAM 2 with Auto-Interactive-Prompt for Medical Segmentation Quantitative comparison results on four representative examples
Reference 2023
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.
No inbound Pith citation observations are available.