| Surg-3M: A Dataset and Foundation Model for Perception in Surgical Settings | Mar 25, 2025 | 4kAction Recognition | CodeCode Available | 2 |
| HecVL: Hierarchical Video-Language Pretraining for Zero-shot Surgical Phase Recognition | May 16, 2024 | Contrastive LearningSurgical phase recognition | CodeCode Available | 2 |
| Pixel-Wise Recognition for Holistic Surgical Scene Understanding | Jan 20, 2024 | Scene UnderstandingSegmentation | CodeCode Available | 2 |
| EndoMamba: An Efficient Foundation Model for Endoscopic Videos via Hierarchical Pre-training | Feb 26, 2025 | MambaRepresentation Learning | CodeCode Available | 1 |
| Surgformer: Surgical Transformer with Hierarchical Temporal Attention for Surgical Phase Recognition | Aug 7, 2024 | Surgical phase recognition | CodeCode Available | 1 |
| MuST: Multi-Scale Transformers for Surgical Phase Recognition | Jul 24, 2024 | Online surgical phase recognitionSurgical phase recognition | CodeCode Available | 1 |
| EgoSurgery-Phase: A Dataset of Surgical Phase Recognition from Egocentric Open Surgery Videos | May 30, 2024 | Action RecognitionSurgical phase recognition | CodeCode Available | 1 |
| Encoding Surgical Videos as Latent Spatiotemporal Graphs for Object and Anatomy-Driven Reasoning | Dec 11, 2023 | Action RecognitionAnatomy | CodeCode Available | 1 |
| Self-Supervised Learning for Endoscopic Video Analysis | Aug 23, 2023 | Self-Supervised LearningSurgical phase recognition | CodeCode Available | 1 |
| LoViT: Long Video Transformer for Surgical Phase Recognition | May 15, 2023 | Online surgical phase recognitionSurgical phase recognition | CodeCode Available | 1 |
| Whether and When does Endoscopy Domain Pretraining Make Sense? | Mar 30, 2023 | Action Triplet DetectionSurgical phase recognition | CodeCode Available | 1 |
| Towards Holistic Surgical Scene Understanding | Dec 8, 2022 | Action RecognitionAtomic action recognition | CodeCode Available | 1 |
| Dissecting Self-Supervised Learning Methods for Surgical Computer Vision | Jul 1, 2022 | Action Triplet RecognitionSelf-Supervised Learning | CodeCode Available | 1 |
| Free Lunch for Surgical Video Understanding by Distilling Self-Supervisions | May 19, 2022 | Contrastive LearningSelf-Supervised Learning | CodeCode Available | 1 |
| Less is More: Surgical Phase Recognition from Timestamp Supervision | Feb 16, 2022 | Surgical phase recognition | CodeCode Available | 1 |
| Exploring Segment-level Semantics for Online Phase Recognition from Surgical Videos | Nov 22, 2021 | Surgical phase recognition | CodeCode Available | 1 |
| Not End-to-End: Explore Multi-Stage Architecture for Online Surgical Phase Recognition | Jul 10, 2021 | Online surgical phase recognitionSurgical phase recognition | CodeCode Available | 1 |
| Trans-SVNet: Accurate Phase Recognition from Surgical Videos via Hybrid Embedding Aggregation Transformer | Mar 17, 2021 | Surgical phase recognition | CodeCode Available | 1 |
| TeCNO: Surgical Phase Recognition with Multi-Stage Temporal Convolutional Networks | Mar 24, 2020 | Surgical phase recognition | CodeCode Available | 1 |
| Holistic Surgical Phase Recognition with Hierarchical Input Dependent State Space Models | Jun 26, 2025 | State Space ModelsSurgical phase recognition | —Unverified | 0 |
| Recognizing Surgical Phases Anywhere: Few-Shot Test-time Adaptation and Task-graph Guided Refinement | Jun 25, 2025 | Surgical phase recognitionTest-time Adaptation | CodeCode Available | 0 |
| Meta-SurDiff: Classification Diffusion Model Optimized by Meta Learning is Reliable for Online Surgical Phase Recognition | Jun 17, 2025 | Meta-LearningOnline surgical phase recognition | —Unverified | 0 |
| ReSW-VL: Representation Learning for Surgical Workflow Analysis Using Vision-Language Model | May 19, 2025 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Surgeons vs. Computer Vision: A comparative analysis on surgical phase recognition capabilities | Apr 26, 2025 | Surgical phase recognition | —Unverified | 0 |
| Federated EndoViT: Pretraining Vision Transformers via Federated Learning on Endoscopic Image Collections | Apr 23, 2025 | Action Triplet RecognitionFederated Learning | —Unverified | 0 |
| fine-CLIP: Enhancing Zero-Shot Fine-Grained Surgical Action Recognition with Vision-Language Models | Mar 25, 2025 | Action RecognitionSurgical phase recognition | —Unverified | 0 |
| MoSFormer: Augmenting Temporal Context with Memory of Surgery for Surgical Phase Recognition | Mar 2, 2025 | counterfactualCounterfactual Inference | —Unverified | 0 |
| ArthroPhase: A Novel Dataset and Method for Phase Recognition in Arthroscopic Video | Feb 11, 2025 | Surgical phase recognition | —Unverified | 0 |
| Dual Invariance Self-training for Reliable Semi-supervised Surgical Phase Recognition | Jan 29, 2025 | Pseudo LabelSurgical phase recognition | CodeCode Available | 0 |
| Benchmarking and Enhancing Surgical Phase Recognition Models for Robotic-Assisted Esophagectomy | Dec 5, 2024 | BenchmarkingDecoder | —Unverified | 0 |
| Neural Finite-State Machines for Surgical Phase Recognition | Nov 27, 2024 | Surgical phase recognition | —Unverified | 0 |
| Towards Robust Algorithms for Surgical Phase Recognition via Digital Twin-based Scene Representation | Oct 26, 2024 | InformativenessScene Understanding | —Unverified | 0 |
| SurgPETL: Parameter-Efficient Image-to-Surgical-Video Transfer Learning for Surgical Phase Recognition | Sep 30, 2024 | Action RecognitionSurgical phase recognition | —Unverified | 0 |
| SurgPLAN++: Universal Surgical Phase Localization Network for Online and Offline Inference | Sep 19, 2024 | Data AugmentationOffline surgical phase recognition | CodeCode Available | 0 |
| SPRMamba: Surgical Phase Recognition for Endoscopic Submucosal Dissection with Mamba | Sep 18, 2024 | Computational EfficiencyMamba | CodeCode Available | 0 |
| DACAT: Dual-stream Adaptive Clip-aware Time Modeling for Robust Online Surgical Phase Recognition | Sep 10, 2024 | Online surgical phase recognitionSurgical phase recognition | CodeCode Available | 0 |
| VidLPRO: A Video-Language Pre-training Framework for Robotic and Laparoscopic Surgery | Sep 7, 2024 | Computational EfficiencyContrastive Learning | —Unverified | 0 |
| SR-Mamba: Effective Surgical Phase Recognition with State Space Model | Jul 11, 2024 | DecoderMamba | CodeCode Available | 0 |
| Robust Surgical Phase Recognition From Annotation Efficient Supervision | Jun 26, 2024 | Surgical phase recognition | —Unverified | 0 |
| Towards Intelligent Speech Assistants in Operating Rooms: A Multimodal Model for Surgical Workflow Analysis | Jun 17, 2024 | Surgical phase recognition | —Unverified | 0 |
| Thoracic Surgery Video Analysis for Surgical Phase Recognition | Jun 13, 2024 | Surgical phase recognition | —Unverified | 0 |
| SuPRA: Surgical Phase Recognition and Anticipation for Intra-Operative Planning | Mar 10, 2024 | Surgical phase recognition | —Unverified | 0 |
| Friends Across Time: Multi-Scale Action Segmentation Transformer for Surgical Phase Recognition | Jan 22, 2024 | Action SegmentationOffline surgical phase recognition | —Unverified | 0 |
| Surgical Temporal Action-aware Network with Sequence Regularization for Phase Recognition | Nov 21, 2023 | Surgical phase recognition | —Unverified | 0 |
| SurgPLAN: Surgical Phase Localization Network for Phase Recognition | Nov 16, 2023 | Surgical phase recognition | —Unverified | 0 |
| Weakly-Supervised Surgical Phase Recognition | Oct 26, 2023 | Few-Shot LearningSelf-Supervised Learning | —Unverified | 0 |
| TUNeS: A Temporal U-Net with Self-Attention for Video-based Surgical Phase Recognition | Jul 19, 2023 | Surgical phase recognition | CodeCode Available | 0 |
| Self-Knowledge Distillation for Surgical Phase Recognition | Jun 15, 2023 | DecoderKnowledge Distillation | —Unverified | 0 |
| SF-TMN: SlowFast Temporal Modeling Network for Surgical Phase Recognition | Jun 15, 2023 | Action SegmentationSurgical phase recognition | —Unverified | 0 |
| Metrics Matter in Surgical Phase Recognition | May 23, 2023 | Surgical phase recognition | CodeCode Available | 0 |
