Pith. sign in

Paper Citation Record · LEDGER

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025

As of 10 August 2026, this Paper Citation Record lists 96 of 96 outbound references and 5 inbound Pith citation observations for arXiv:2305.07152.

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

pith.paper-citation-record.v1
2305.07152 v4

Coverage vector

measured 96 of 96 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-24T08:39:33.303000Z

measured 101 of 101 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T19:25:08.651874Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-04T07:59:40.035909Z

Reference resolution

96 of 96 outbound references displayed

  • verified exact11
  • verified fuzzy83
  • unresolved1
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f0ea5b4f-dff5-4ce9-9c53-b705b7f5bbdf · outbound

This paper cites Surgical visual understanding (surgvu) dataset.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Surgical visual understanding (surgvu) dataset

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:49:15.168324Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:44feb18de518ee5986afbce766c5249d14bfe15fd6b89d8c687d72d0e5a9d1c4

Observation 11280b90-67a0-4282-9178-80930231ce63 · outbound

This paper cites Trends in robot-assisted procedures for general surgery in the veterans health administration.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Trends in robot-assisted procedures for general surgery in the veterans health administration

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:49:15.299198Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:375095cc702a9492b9e77b31ac71f50b7cc91d82b8be582bca8e49ec869d5b74

Observation b71197fd-3f72-4a15-a57a-cd04f40b6b95 · outbound

This paper cites Exploring the paradigm of robotic surgery and its contribution to the growth of surgical volume.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Exploring the paradigm of robotic surgery and its contribution to the growth of surgical volume

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:46:06.776812Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:f402f9599c793f44d9f8b1cb7025a39a47d8129a3789d97ff3856a24689fd013

Observation c508e6d5-a8de-41ff-b442-6718c112f9b0 · outbound

This paper cites Surgical data science– from concepts toward clinical translation.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Surgical data science– from concepts toward clinical translation

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:46:06.774272Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:db00cb931c2e516def8570f00a4b141bb1a9463ab9474744e0d586a604b0de7b

Observation 34455556-6dec-46dc-a791-020c3b18820d · outbound

This paper cites Surgical data science: the new knowledge domain.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Surgical data science: the new knowledge domain

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:46:06.757878Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:8d1fc8f779c33f7289381297262fa2bf04d1028943432f19a4b9c9ee2d079142

Observation db119683-9d18-41bd-8e05-e2e81ca27447 · outbound

This paper cites Review of automated performance metrics to assess surgical technical skills in robot-assisted laparoscopy.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Review of automated performance metrics to assess surgical technical skills in robot-assisted laparoscopy

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:46:06.749758Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:5d141ccf5e3e705124561c2d4b1205af9acfc36374431be26391d4c87f0f48f2

Observation 7710e263-28d5-40e1-b7b2-95c7662caeb2 · outbound

This paper cites Deep learning-based computer vision to recognize and classify suturing gestures in robot-assisted surgery.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Deep learning-based computer vision to recognize and classify suturing gestures in robot-assisted surgery

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:46:06.740681Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:e7429ccd764dd59d769bc239bda8dcaa168b05dbbdf3e411c842d5a2186f03fd

Observation 255e23bd-9838-4e7f-a137-e2905b40b6f8 · outbound

This paper cites A deep-learning model using automated performance metrics and clinical features to predict urinary continence recovery after robot-assisted radical prostatectomy.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 A deep-learning model using automated performance metrics and clinical features to predict urinary continence recovery after robot-assisted radical prostatectomy

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:46:06.737792Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:7407cfaf3de56738de8e2a16707386767d22de079433e2da1bba55157614efcc

Observation 1a4d41a6-6869-4963-bee2-ddc44bb96feb · outbound

This paper cites How to bring surgery to the next level: interpretable skills assessment in robotic-assisted surgery.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 How to bring surgery to the next level: interpretable skills assessment in robotic-assisted surgery

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:46:06.728285Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:24856fde0e4d2f325f81dfcda2a0f5a289b2addaee3aa172e5ac20945b89741e

Observation 0e2fa2f4-18f3-467d-8aa3-cf440d6aa935 · outbound

This paper cites Automated surgical skill assessment in rmis training.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Automated surgical skill assessment in rmis training

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:46:06.720265Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:3b0f82d0665bd9cc7d88b48f61bc8b2b0a1298f5c346ef2bb6452e470971481d

Observation d3cd38f2-e8d5-4ff2-8427-2809e4523daa · outbound

This paper cites Temporal clustering of surgical activities in robot-assisted surgery.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Temporal clustering of surgical activities in robot-assisted surgery

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:49:15.162365Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:2bf165f98fad1d6fc8ba0964c8bd25d72c229319c1cca16d43f86af5fa630b0b

Observation 5a9e973d-1c54-48dd-a21f-295bc4807f5f · outbound

This paper cites Novel evaluation of surgical activ- ity recognition models using task-based efficiency metrics.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Novel evaluation of surgical activ- ity recognition models using task-based efficiency metrics

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:49:15.295005Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:14f60d253380bdd258d99fc516edf56bdbc3eb6912cf0df507a1b03deba19432

Observation bdb46e5c-bed5-4892-8cbf-4589f373559b · outbound

This paper cites Surgical activity recognition in robot-assisted radical prostatectomy using deep learning.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Surgical activity recognition in robot-assisted radical prostatectomy using deep learning

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:49:15.242236Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:157bfc7340426834ae266c1bb8ef86a358e70bae035256c60e801ba8eee0e10c

Observation 98d31ed1-af4c-4c0b-a299-1c4a68e9ffd6 · outbound

This paper cites Biomedical image analysis competitions: The state of current participation practice.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Biomedical image analysis competitions: The state of current participation practice

Reference 14

Resolution
verified exact
arxiv_id, observed 2026-05-24T08:44:14.342030Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:297333db45ecc409e2aa704950c45baeb6aca052b1ed7fc59bdcdb9deaadc51e

Observation dd38cd7b-1c8b-4373-8b71-65c683ae1406 · outbound

This paper cites Surgical Visual Domain Adaptation: Results from the MICCAI 2020 SurgVisDom Challenge.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Surgical Visual Domain Adaptation: Results from the MICCAI 2020 SurgVisDom Challenge

Reference 15

Resolution
verified exact
arxiv_id, observed 2026-05-24T08:44:14.310745Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:0d477b779f4e92c74f534009461f3f39035f5d87016b67a96aaa89b159584b6d

Observation 007cc3e0-d68a-4448-95a1-1cb6e2ef0eda · outbound

This paper cites Learning motion flows for semi- supervised instrument segmentation from robotic surgical video.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Learning motion flows for semi- supervised instrument segmentation from robotic surgical video

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:49:15.155866Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:3ecad4a00ce01ea9818fb187e63ca8c4a9dd4f9f92d567ab4bbc480f02747c5b

Observation 7598fff0-ba0c-4ded-a9d1-6cf7ea8ef14a · outbound

This paper cites Objective Surgical Skills Assessment and Tool Localization: Results from the MICCAI 2021 SimSurgSkill Challenge.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Objective Surgical Skills Assessment and Tool Localization: Results from the MICCAI 2021 SimSurgSkill Challenge

Reference 17

Resolution
verified exact
arxiv_id, observed 2026-05-24T08:44:14.320750Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:4a5da57363cf3aba15344853ac18e6cdb708b782f995d92cd75a604780ed09b3

Observation 26d49a28-c011-4f17-931c-2c212a0059dd · outbound

This paper cites Stereo Correspondence and Reconstruction of Endoscopic Data Challenge.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Stereo Correspondence and Reconstruction of Endoscopic Data Challenge

Reference 18

Resolution
verified exact
arxiv_id, observed 2026-05-24T08:44:14.301221Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:fffcfce6b6ff7fa0176d93ba5287ba3bc9b5a2e6c37cfbba80d6d77dc37b5ba5

Observation 48abdb94-2a38-4e6f-8ffb-e829bc19025b · outbound

This paper cites 2018 robotic scene segmentation challenge.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 2018 robotic scene segmentation challenge

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:49:15.136994Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:6c9daa8d2f2e9781e463bbba1d3e431d5c49c25a13c47cf9921407759f6d7d03

Observation 4a2a7337-97db-4153-8f38-e8988f01ab32 · outbound

This paper cites Endonet: a deep architecture for recognition tasks on laparoscopic videos.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Endonet: a deep architecture for recognition tasks on laparoscopic videos

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:49:15.288348Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:50eb70627f44b6f4e92d4cbc0918ffa36c1feb34827496b6a6b2f7bd90497fe6

Observation f4a025dd-e3ef-44ee-b528-a497725f24e9 · outbound

This paper cites Tool detection and operative skill assessment in surgical videos using region-based convolutional neural networks.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Tool detection and operative skill assessment in surgical videos using region-based convolutional neural networks

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:49:15.265238Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:e0fd3f0b259c0a938b2f7ced53cfad23e3102f6b436080be4215a0d625934462

Observation a3d1d0ce-8dd2-461d-a17f-6b107a082bad · outbound

This paper cites Imagenet large scale visual recognition challenge.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Imagenet large scale visual recognition challenge

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:49:15.239102Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:07b179f54ec39447d91d4109951c0084a69f755e2af77222451c910902181ceb

Observation 5dce4a7f-908a-46d3-81b0-3956b4111d8f · outbound

This paper cites Siamfc++: Towards robust and accurate visual tracking with target estimation guidelines.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Siamfc++: Towards robust and accurate visual tracking with target estimation guidelines

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:49:15.216468Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:c4f1aa1f6b341fc5b8b7a9610433a8d6cffabef893624f02d23ef7a4e6af53f8

Observation 172d5a1e-a958-4d12-88a1-36633221dba6 · outbound

This paper cites Cascade r-cnn: Delving into high quality object detection.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Cascade r-cnn: Delving into high quality object detection

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:49:15.195421Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:301c50adba42b9a4a38db670afc0f39c4a5ba368fc4a963ca08def71b8ccdfbf

Observation f1de014a-6a9c-444e-953d-a2065e3d7630 · outbound

This paper cites 2017 robotic instrument segmentation challenge.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 2017 robotic instrument segmentation challenge

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:49:15.124622Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:248ba7ee5ec1aafc0c1e20192d15fd720f78facb227e13777b4d32bc21fdb05f

Observation 5cf1baf9-6dd6-4fff-ac7e-5830f97d080b · outbound

This paper cites Shvets, Alexander Rakhlin, Alexandr A.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Shvets, Alexander Rakhlin, Alexandr A

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:49:15.133732Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:a0114fababc627c55056ab8f136708ea5c4065313167c480c92f38a4e708845d

Observation 56fc2776-3f9b-4f1c-a87c-6e44b8aea5a8 · outbound

This paper cites A convnet for the 2020s.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 A convnet for the 2020s

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:49:15.121306Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:e6cd227ecba68623ca5ff1affa214b3427b843f8d91fe760ecdd4c5b67984263

Observation 6aaf96d1-af80-4588-8127-d8df0bfad0cf · outbound

This paper cites Efficientnet: Rethinking model scaling for convolutional neural networks.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Efficientnet: Rethinking model scaling for convolutional neural networks

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:49:15.284849Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:5eb132919084f9c719d24ddbfa1ae1b7bb71df672b40a3c0a7c9be431160b838

Observation 72fd1974-ae0c-46bc-96c2-c6bd6acd1142 · outbound

This paper cites Grad-cam: Visual explanations from deep networks via gradient-based localization.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Grad-cam: Visual explanations from deep networks via gradient-based localization

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:49:15.275472Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:f6f02b96eeb496cdacdbe5176febc6d7b99179992cfa61932779160335c70def

Observation 656e9d19-317e-4a46-af69-b357822e15f9 · outbound

This paper cites YOLOv5 by Ultralytics, 5 2020.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 YOLOv5 by Ultralytics, 5 2020

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:49:15.262400Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:0152a6052f7d1776d25246ca658348f9c3d1792493e507882a768172ac12c471

Observation df73bde9-0aea-449c-82e2-93836c40e993 · outbound

This paper cites Weakly Supervised Pseudo-Label assisted Learning for ALS Point Cloud Semantic Segmentation.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Weakly Supervised Pseudo-Label assisted Learning for ALS Point Cloud Semantic Segmentation

Reference 31

Resolution
verified exact
arxiv_id, observed 2026-05-24T08:44:14.315475Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:11fe556305b04db727cdf31c5977b0457085603584fffc66d8ae78df823359f0

Observation fedfe8f0-8d63-4b1f-bd8a-436a36a1cb5b · outbound

This paper cites Fastai: A layered API for deep learning.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Fastai: A layered API for deep learning

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:49:15.251562Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:b12ae975d748e6c7c4799900d1d714420c7183f323c8b4c12ba6169688669f53

Observation 9fa99fb6-4673-489c-8edb-1f161bf81e60 · outbound

This paper cites Detectron2.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Detectron2

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:49:15.236085Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:df31540129ce29122d9af13773683e215c09d7e1b4ed2d171480bd1691c109e4

Observation bbbafa90-caf9-4ceb-8a9e-3c89183b1b23 · outbound

This paper cites Surgical tool detection in open surgery videos.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Surgical tool detection in open surgery videos

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:49:15.226686Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:81bc2c0786a1bd50e56baa8ef9158d1120e33825b1ce907c869be4cb18d7bce2

Observation 2cf45b89-7c7a-429b-a26c-bf40e7cf856b · outbound

This paper cites Swin transformer v2: Scaling up capacity and resolution.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Swin transformer v2: Scaling up capacity and resolution

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:49:15.213513Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:cd407e4033f514df45fadd237519e7d361ab3c23191db1b42beb2d20d3246af1

Observation 5cbe0d28-f220-428a-ba0e-8211ed0e1e4d · outbound

This paper cites Efficientnetv2: Smaller models and faster training.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Efficientnetv2: Smaller models and faster training

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:49:15.205028Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:40d2a64ec72db1534e6f67d19b4c2285dd34f5b2c8ab4d8c3b9fb6ce3a71d68c

Observation c41d5286-27fe-44f3-b3c9-e3bcb3a0b863 · outbound

This paper cites Aggregated Residual Transformations for Deep Neural Networks.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Aggregated Residual Transformations for Deep Neural Networks

Reference 37

Resolution
metadata mismatch
local_arxiv, observed 2026-05-24T08:44:14.305826Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:3252ab6fa691cce4c88ddd471a80e82fc64490426e69c6af9995f28d7423da75

Observation 365b8c3e-4565-409e-a97f-bf45d6e012cc · outbound

This paper cites Pytorch image models.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Pytorch image models

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:49:15.191800Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:787a26b2d8eac9d85dca285b2584b3dcf60f3c4530932ae1676599ec80ae401c

Observation 5c20abde-152a-4a91-b2ef-8a6f67ab3b6c · outbound

This paper cites Grad- cam++: Generalized gradient-based visual explanations for deep convolutional networks.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Grad- cam++: Generalized gradient-based visual explanations for deep convolutional networks

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:49:15.181791Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:705700bf8ff8e0c43edf333a10784f9cb3ac004f18cfd13e1a277cf0d773401f

Observation 3c669f71-8f04-4311-8fa7-04381a2ad4c0 · outbound

This paper cites Imagenet: A large-scale hierar- chical image database.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Imagenet: A large-scale hierar- chical image database

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:49:15.158941Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:af2781ef0980098232fff76368988146bc65d0bcbd8bcd197765e6df360f4886

Observation 7fdfc3d0-b596-46bc-8f3c-a59c6db2d410 · outbound

This paper cites Shallow feature matters for weakly supervised object localization.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Shallow feature matters for weakly supervised object localization

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:49:15.143464Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:711988fa2acb5bf837c235976e290c93a1a2f425dcdfa7046eaf667d124c9720

Observation e5ec0ace-aa07-4932-85e4-68a3909e23f7 · outbound

This paper cites Query2Label: A Simple Transformer Way to Multi-Label Classification.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Query2Label: A Simple Transformer Way to Multi-Label Classification

Reference 42

Resolution
verified exact
arxiv_id, observed 2026-05-24T08:44:14.331364Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:1cb1875c61583a566715c868e94e90948def64388b176cb3c3406a5fce63f134

Observation 15637bd3-7e73-4c61-b587-15340d7b1b7b · outbound

This paper cites Deep residual learning for image recognition.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Deep residual learning for image recognition

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:49:15.117855Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:1e8901c8c5a83319dac3b6815075e745ab613a138140ea6d4e5e6e3098e15e32

Observation ba269440-03a1-4f1b-9ae8-9a5c0c8c6e6c · outbound

This paper cites Asymmetric Loss For Multi-Label Classification.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Asymmetric Loss For Multi-Label Classification

Reference 44

Resolution
verified exact
arxiv_id, observed 2026-05-24T08:44:14.295775Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:335f1dd304ed83e1ef0bd17056db062d673c01f5be380ecb8840663372e87d8e

Observation 58292042-e2cb-46b3-8311-eafe9db3827c · outbound

This paper cites The opencv library.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 The opencv library

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:49:15.127585Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:4d3a4829c23c3bfac312ba9139e0eee5f9e98fb1f491ef9aaa18e7532bada07d

Observation 4011b5c9-b11c-4b1f-987b-55a1e679f37b · outbound

This paper cites Emerging Properties in Self-Supervised Vision Transformers.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Emerging Properties in Self-Supervised Vision Transformers

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:49:15.130596Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:921b5b4dbf61c06747e3a361881bf482fc87797e4c3b1d11b33590219eacbfa0

Observation d0664ec5-7f68-470a-bb72-f7d98ae38fc0 · outbound

This paper cites iBOT: Image BERT Pre-Training with Online Tokenizer.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 iBOT: Image BERT Pre-Training with Online Tokenizer

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:49:15.149289Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:0c295c806b8955da541b344ff4ce9a105bfec0a4b46e1002428328d0bff18ab5

Observation 472fbe69-8db1-4b93-97e8-f544bbbcad14 · outbound

This paper cites A deep learning spatial-temporal framework for detecting surgical tools in laparoscopic videos.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 A deep learning spatial-temporal framework for detecting surgical tools in laparoscopic videos

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:49:15.282086Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:7603cdc5dd998e55ff86fd682fd25f11dd23801588c22d87e2dab52a7125d370

Observation cf3efa68-cfcc-4c38-a718-3b5dee4292ee · outbound

This paper cites Wildcat: Weakly supervised learning of deep convnets for image classification, pointwise localization and segmentation.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Wildcat: Weakly supervised learning of deep convnets for image classification, pointwise localization and segmentation

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:49:15.279042Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:9b2b6824a190db4c1c4f3b818c026d5062093fc8cb43eb8768030e094e28b018

Observation 3330fb04-daff-4b28-b2c1-8a6a2dc8f5b2 · outbound

This paper cites Weakly-supervised learn- ing for tool localization in laparoscopic videos.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Weakly-supervised learn- ing for tool localization in laparoscopic videos

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:49:15.271561Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:6079b2ebd9b79c65addbb63e5c77c1606c3f00f24501f59817818d435d9e8d60

Observation 39e90443-f606-46b9-82d5-7a22ee38f63b · outbound

This paper cites Weakly supervised convolutional LSTM approach for tool tracking in laparoscopic videos.International journal of computer assisted radiology and surgery, 14(6):1059–1067.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Weakly supervised convolutional LSTM approach for tool tracking in laparoscopic videos.International journal of computer assisted radiology and surgery, 14(6):1059–1067

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:49:15.268460Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:c98fbbcac0ca7a5d11f2e793ffaa10943f925e73971cc4bad12b3c6c9e3c6527

Observation a5c4cc39-559f-4d71-8e8a-9f47dba23937 · outbound

This paper cites Squeeze-and-excitation networks.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Squeeze-and-excitation networks

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:49:15.259553Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:2b7e8631eac2c9ce6db0df9e2a28233e5a533dde1d0e50cd4f22271ed3316203

Observation cb0ffae1-202c-41f6-939f-d927140d35e6 · outbound

This paper cites Abdulbaki Alshirbaji, Nour A.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Abdulbaki Alshirbaji, Nour A

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:49:15.254445Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:744289ab7787467358001753d99063dacb03645ac5e4957571d23312f0be84b0

Observation 24f3f0ea-3a29-499b-addb-f5c96adcda2a · outbound

This paper cites Surgical tool classification in la- paroscopic videos using convolutional neural network.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Surgical tool classification in la- paroscopic videos using convolutional neural network

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:49:15.248370Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:64fc13b7e90f4c3ed18f76d3d4c6a171730764bde5168489a3705fdf0c33f143

Observation 37619195-6943-40e5-84cd-ca74e9a168ed · outbound

This paper cites An image is worth 16x16 words: Transformers for image recognition at scale.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 An image is worth 16x16 words: Transformers for image recognition at scale

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:49:15.245156Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:987d5e7af98a36fdf0cf5ba70fc81208c1d55ddabe3e474c5b28446c35951d21

Observation d07a07d1-f610-4dfb-a643-87d0928b65f0 · outbound

This paper cites an unresolved cited work.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-05-24T08:49:15.233115Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:5ad58d5ebda36bc143a421acebe697bc0e33d87055c2f4f011d8b919fa607a87

Observation 7b850033-679f-4840-81ff-a8e8402cbd78 · outbound

This paper cites Randaugment: Practical automated data augmentation with a reduced search space.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Randaugment: Practical automated data augmentation with a reduced search space

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:49:15.229855Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:83bd484d7e1ff8ffaf3f0485b9818b897d3b0cd1e6e0fa033ff46cacc40e91af

Observation e1e900ed-c85d-4651-839b-9364d5cd15c5 · outbound

This paper cites Asymmetric loss for multi-label classification.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Asymmetric loss for multi-label classification

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:49:15.223196Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:51db363049a1ec5d0d710114b23e7fef422c6617e2be943f227267beed0d33dd

Observation 838150f4-7f41-44cf-8c3a-7ddc237d7b4a · outbound

This paper cites YOLOv4: Optimal Speed and Accuracy of Object Detection.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 YOLOv4: Optimal Speed and Accuracy of Object Detection

Reference 59

Resolution
verified exact
local_arxiv, observed 2026-05-24T08:44:14.290712Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:62c3fcb4030451e96d8baf858604884b0e933debe537b876697bd987c20f67d5

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

This paper cites CholecSeg8k: A Semantic Segmentation Dataset for Laparoscopic Cholecystectomy Based on Cholec80.

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:7895399051a86e1d64abf39a4c0b87815ca2d2d0dde5bb2cc950c2d598af5048

Observation 6858b7ca-0ef3-44a6-b438-1404078cd593 · outbound

This paper cites Can masses of non- experts train highly accurate image classifiers? In International conference on medical image computing and computer-assisted intervention, pages 438–445.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Can masses of non- experts train highly accurate image classifiers? In International conference on medical image computing and computer-assisted intervention, pages 438–445

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:49:15.219623Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:e8e9f6746bc55fe070d0d8d851599b6955e61cbddc28af849e3ec5d56d5cff69

Observation 21065125-5f25-4ca7-9707-1dee30edc23e · outbound

This paper cites Attention is all you need.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Attention is all you need

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:49:15.210755Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:2ebbde664a55855621dfa5fb7dd794e6098f4a4f7e3f0b655abf29330e1d0447

Observation 5a25ca07-d4e4-4de2-a1cf-9d00533040c4 · outbound

This paper cites Weakly supervised convolutional lstm approach for tool tracking in laparoscopic videos.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Weakly supervised convolutional lstm approach for tool tracking in laparoscopic videos

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:46:06.794194Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:1bcfcc3bf7b598dadf73dc24f9e8ceba58d85059591f6457baa8b333e342151d

Observation 5c5fe4a2-c95a-4ebe-8b13-38beaadd7810 · outbound

This paper cites Rendezvous: Attention mechanisms for the recognition of surgical action triplets in endoscopic videos.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Rendezvous: Attention mechanisms for the recognition of surgical action triplets in endoscopic videos

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:46:06.791472Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:96ef1c4b463e873e4b62936d72ed29eb809793bc38fb308bfa49db3e451686d7

Observation 96e103b4-bce6-4891-8986-8a12487be0bc · outbound

This paper cites Rethinking the inception architecture for computer vision.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Rethinking the inception architecture for computer vision

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:46:06.787989Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:79f58adbe7de130c3b54e712f76d6b5db06eea09da2484e647693aaf6c00d050

Observation 69f3e60f-81bf-4a87-a456-8b29af5e1769 · outbound

This paper cites Fastai: A layered api for deep learning.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Fastai: A layered api for deep learning

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:46:06.785306Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:61888fa4eb546f64da3545b948a6536dc57c76c026a7abc09e5d7543ea79f8d6

Observation 5bca025f-2c6e-4915-93de-6afa2e8c818c · outbound

This paper cites Deep learning with noisy labels: Exploring techniques and remedies in medical image analysis.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Deep learning with noisy labels: Exploring techniques and remedies in medical image analysis

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:46:06.782568Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:b9293e85d476710a9abc7aff18c00da2e8c58b996689c5bc86af6ccd3b1a528e

Observation 6b47440c-2d7c-4e50-b3c2-ea8c4fb8e81d · outbound

This paper cites Pedregosa, G.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Pedregosa, G

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:46:06.779948Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:9dd9cd86baa8b5b14331ec3f75fbaf5399990526baa763e13d2870ad72dd710a

Observation a17d823d-8700-426d-ac71-c12adfb0ae1e · outbound

This paper cites Microsoft coco: Common objects in context.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Microsoft coco: Common objects in context

Reference 69

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:46:06.770747Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:dd77d4be597764b286b2a575fc50823e464283394f578fee9b1acb0fd08ca924

Observation 3866df18-7f98-49f6-8d78-5a9c17b1e2ec · outbound

This paper cites Faster r-cnn: Towards real-time object detection with region proposal networks.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Faster r-cnn: Towards real-time object detection with region proposal networks

Reference 70

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:46:06.767905Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:232efff0e9abe5a9ed9a360d4733a6cb2a95ff0d814bb06cab93d8be54e5fd1e

Observation 7e35cfa2-27b0-45a2-9e38-3135eb3ef7c3 · outbound

This paper cites U-net: Convolutional networks for biomedical image segmentation.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 U-net: Convolutional networks for biomedical image segmentation

Reference 71

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:46:06.765959Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:adb89ae344ee5d54618f46a8399146b96a5dd1c821ad66346150ccc2ed5ec23c

Observation 19ddbe47-013c-4653-8467-ba0f1b6bdd18 · outbound

This paper cites Ultralytics YOLO, January 2023.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Ultralytics YOLO, January 2023

Reference 72

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:46:06.760863Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:4688181dc975401dbdf46402a3a503308634f9d76b9942eaf53db839cc88c043

Observation 006a4e61-1554-41e1-bd68-8b91011f69ec · outbound

This paper cites Mixformer: End-to-end tracking with iterative mixed attention.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Mixformer: End-to-end tracking with iterative mixed attention

Reference 73

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:46:06.755053Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:3cfa2cfeff96910a83fd5f9769c5478ac0172b3e0be15913d71c463ffdc04c26

Observation 1971494b-9886-4aea-b149-816709eca18c · outbound

This paper cites Dinov2: Learning robust visual features without supervision.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Dinov2: Learning robust visual features without supervision

Reference 74

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:46:06.751865Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:cb0466a598391814ef755b118f88341a123caa56067a848115148a3907723b24

Observation 1ce3cdd2-6ae0-41cd-b6b6-99ad3cc14209 · outbound

This paper cites Deep residual learning for image recognition.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Deep residual learning for image recognition

Reference 75

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:46:06.747573Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:2092e80724e640983d9d2b77c976a6a38bb55283c423e8c97988a68915b1f7ef

Observation 0defa295-28e8-414d-a00c-27c2ab326323 · outbound

This paper cites Masked autoen- coders are scalable vision learners.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Masked autoen- coders are scalable vision learners

Reference 76

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:46:06.742772Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:083bffe1ee651756f249b7726f411766f371c84b5d1ddb5598c80a8698b50919

Observation 88aeabe8-7491-456a-9d18-450b843d960a · outbound

This paper cites Joint feature learning and relation modeling for tracking: A one-stream framework.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Joint feature learning and relation modeling for tracking: A one-stream framework

Reference 77

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:46:06.735616Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:e8d0e668c179732f4f9be674c6031156d1b64a425792b560789dd8120821dcc3

Observation f638b983-8338-4cc7-b68e-89bbb99d4d0e · outbound

This paper cites Yolox: Exceeding yolo series in 2021.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Yolox: Exceeding yolo series in 2021

Reference 78

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:46:06.733021Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:e7f38ab99d1d7adc8e635b56923a9ef89de5b58355c9e06769b655781a33d638

Observation 9690a970-974e-4d15-bc07-15d833a11611 · outbound

This paper cites Rtmdet: An empirical study of designing real-time object detectors.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Rtmdet: An empirical study of designing real-time object detectors

Reference 79

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:46:06.730927Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:ddd0e7a71399eb1e77a99a8334be8ff48a8d559634595c20618d4b62eb129c78

Observation 2dae523b-2d5f-41ee-8e14-6ec2794513f6 · outbound

This paper cites Weighted boxes fusion: Ensembling boxes from different object detection models.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Weighted boxes fusion: Ensembling boxes from different object detection models

Reference 80

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:46:06.725595Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:2bc1ba7fc036802cb77f8f7f2c2e7d31cfdeeab48c53e79c157aa8aac393eb48

Observation 7e9bb26c-6977-41e4-8747-245f72758d44 · outbound

This paper cites Cbnet: A novel composite backbone network architecture for object detection.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Cbnet: A novel composite backbone network architecture for object detection

Reference 81

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:46:06.723048Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:811ce11a14b7adbe5abede5d8f682f656d538bb397f2408365a3d5cc1010ba7f

Observation df1154d2-5a37-4bd6-bf95-d9510b8ead28 · outbound

This paper cites Weakly Supervised YOLO Network for Surgical Instrument Localization in Endoscopic Videos.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Weakly Supervised YOLO Network for Surgical Instrument Localization in Endoscopic Videos

Reference 82

Resolution
verified exact
arxiv_id, observed 2026-05-24T08:44:14.325632Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:a1c45f26910a366041e91f872614c4fd47e048b553513facdbf30cec646b87ad

Observation 58123838-9941-4574-b3d0-f4ca172b116f · outbound

This paper cites https://www.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 https://www

Reference 83

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:46:06.717539Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:521c23924afc4e28c40449bff884cceb64d912c2045bc6f5577477066acb87f6

Observation 34eadd64-54af-4db2-a250-5b7dc57962e6 · outbound

This paper cites Surgical tool classification and localization: results and methods from the miccai 2022 surgtoolloc challenge.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Surgical tool classification and localization: results and methods from the miccai 2022 surgtoolloc challenge

Reference 84

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:46:06.715122Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:80a3df8fa620cf25ce2212c2d21bb6e4f674d82a6adbac87eee934fb805e846d

Observation 5f7fa9ae-1d01-4d94-8ba9-0c247c406863 · outbound

This paper cites YOLO by Ultralytics.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 YOLO by Ultralytics

Reference 85

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:49:15.207952Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:a5c1d9b0f9dba9d5680b9064def17822f2fb408ed671b0ae595dd01906d285d1

Observation 77ad457c-50f7-4241-be29-ed4ebf2c3c69 · outbound

This paper cites TAPIR: Tracking Any Point with per-frame Initialization and temporal Refinement.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 TAPIR: Tracking Any Point with per-frame Initialization and temporal Refinement

Reference 86

Resolution
verified exact
arxiv_id, observed 2026-05-24T08:44:14.337343Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:8ee9b00b2d5eaf6f10a5f66fb23fc5b42a1598da3aff84b6f1d8d2e303257145

Observation e0733ebb-a6ae-4a17-942a-be356d1427e8 · outbound

This paper cites Swin transformer: Hierarchical vision transformer using shifted windows.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Swin transformer: Hierarchical vision transformer using shifted windows

Reference 87

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:49:15.202215Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:9de53bd99c21ddf2a8deddd4fd5de68353737e15ed273b80c06474260aaafaf8

Observation 2e074d15-1d57-4fde-8d4b-8b88506b2565 · outbound

This paper cites YOLOv5 by ultralytics (version 7.0).

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 YOLOv5 by ultralytics (version 7.0)

Reference 88

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:49:15.199091Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:eb276d8430c3ac905b6bd7fd44196cab4d00201ee7c46b636bbafa89a3904bfd

Observation de6f15cc-9e47-4b7b-be3b-c447c3b38b73 · outbound

This paper cites Image compositing for segmentation of surgical tools without manual annotations.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Image compositing for segmentation of surgical tools without manual annotations

Reference 89

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:49:15.188528Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:4a95d9633dbf12e920a9ab542e42893066dc8131e3124ab97e30e980d41db195

Observation bf59457e-5f51-41c3-b130-57ea65e0072c · outbound

This paper cites Surgical scene segmentation using semantic image synthesis with a virtual surgery environment.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Surgical scene segmentation using semantic image synthesis with a virtual surgery environment

Reference 90

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:49:15.185221Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:289f6703b6a8d5398c843e13f758bd217b5ae80cb0a5a2b95580d781eabe2c46

Observation da69d87a-b1ae-43a8-88b2-6a5ef08e30bf · outbound

This paper cites SARAS challenge on multi-domain endoscopic surgeon action detection.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 SARAS challenge on multi-domain endoscopic surgeon action detection

Reference 91

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:49:15.178333Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:ed69d437adcc39e5407da9607d980f7792339b01c59ed9dbd1d6b6a286f70e43

Observation a1047093-9720-4969-b395-e9d50e748758 · outbound

This paper cites Labelling instructions matter in biomedical image analysis.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Labelling instructions matter in biomedical image analysis

Reference 92

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:49:15.174829Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:c7cd24d901db18f3093b942111f559c1874f6cc6a98f406803b0430e0c570777

Observation 1875726f-9c44-42ac-bb05-ab93a9b16181 · outbound

This paper cites Alvarez, and Ping Luo.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Alvarez, and Ping Luo

Reference 93

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:49:15.171306Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:a0f73cbb86b29feb11390021110f25bb0c796763679bd8fe5c811484c76f2afd

Observation 96d03f19-3d91-4f16-b997-b616b38e381e · outbound

This paper cites Symmetric cross entropy for robust learning with noisy labels.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Symmetric cross entropy for robust learning with noisy labels

Reference 94

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:49:15.165551Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:b397b348f74f7a81acb9a1ed31da392baa78fffe2d7f1d1923bd6d775c0bc1c4

Observation 72cc3ac6-30aa-4602-a3d7-1be09ca201cb · outbound

This paper cites A survey on deep semi-supervised learning.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 A survey on deep semi-supervised learning

Reference 95

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:49:15.152560Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:54f22e3c77adf1834d921f45661a27ac51aa9966030ded6ef93c6658ccf049e3

Observation ad02c188-0f24-46dc-bff8-c19b3fa6c00c · outbound

This paper cites Detrs with collaborative hybrid assignments training.

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025 Detrs with collaborative hybrid assignments training

Reference 96

Resolution
verified fuzzy
raw_fallback, observed 2026-05-24T08:49:15.140261Z

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.

source=pdf_text observed=2026-05-24T08:39:33.303000Z digest=sha256:a3dd50a46383bc4e282804c8957307863e937d5e12f58054570d6157c3a22c25

Pith citing papers

Observation c1b7eec2-4d40-4b50-a706-badc29cf5133 · inbound

Surgical Visual Understanding (SurgVU) Dataset cites this paper.

Surgical Visual Understanding (SurgVU) Dataset Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025

Reference 8

Resolution
metadata mismatch
local_arxiv, observed 2026-05-23T06:02:38.159612Z

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.

source=pdf_text observed=2026-05-23T05:58:32.582946Z digest=sha256:9605c7a74da276e51fa8c8b36b13bf3cc8e1590e17289ba7ca258778b5bdd574

Observation 5b35a931-ef8f-41fe-8293-41e56ddde6f9 · inbound

MedGen: Unlocking Medical Video Generation by Scaling Granularly-annotated Medical Videos cites this paper.

MedGen: Unlocking Medical Video Generation by Scaling Granularly-annotated Medical Videos Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-06T19:25:08.651874Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:25:08.651874Z digest=sha256:cd99c227b120272790ab7ee1c3d9f85ccb40ac39321abf8bce99a2c5c5ef656e

Observation 7b1ea272-f346-4099-93e1-907d02ff1b77 · inbound

Exploring Pre-training Across Domains for Few-Shot Surgical Skill Assessment cites this paper.

Exploring Pre-training Across Domains for Few-Shot Surgical Skill Assessment Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-04T19:20:18.259315Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T19:20:18.259315Z digest=sha256:b1c77f7c141ce1f39dc9d835dda57baa0776f403838191f7863f55b45f04537f

Observation 68214c9b-7803-4942-9e61-ff732f05addf · inbound

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

Surgical Anatomy Recognition with Context Learning using Foundation Representations Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025

Reference 25

Resolution
verified exact
local_arxiv, observed 2026-07-04T07:59:40.037309Z

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.

source=pdf_text observed=2026-06-26T12:23:49.014408Z digest=sha256:130404c43f3b7303e12e42a67e35b8a2ee884b18006439cff0a9c279f7e6264e

Observation daa7b453-5011-421f-b68c-6751312b54a8 · 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 Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-02T00:36:44.920109Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T00:36:44.920109Z digest=sha256:648c59f1bc2d43eb26116d6bbf97c9d5a875f8b1f06db6fe5a96f17bb816f8ea