| Paper | Code | Edit Distance | Accuracy | F1@10 | F1@25 | F1@50 | ModelName | ReleaseDate |
|---|---|---|---|---|---|---|---|---|
| Relational Graph Learning on Visual and Kinematics Embeddings for Accurate Gesture Recognition in Robotic Surgery | 89.3±5.2 | 87.9±4.2 | MRG-Net | 2020-11-03 | ||||
| Automatic Gesture Recognition in Robot-assisted Surgery with Reinforcement Learning and Tree Search | 88.53 | 81.67 | 92.68 | 90.99 | 83.15 | RL+Tree | 2020-02-20 | |
| Deep Reinforcement Learning for Surgical Gesture Segmentation and Classification | ✓ Link | 87.96 | 81.43 | 92.0 | 90.5 | 82.2 | RL (full) | 2018-06-21 |
| TricorNet: A Hybrid Temporal Convolutional and Recurrent Network for Video Action Segmentation | 86.8 | 82.9 | TricorNet | 2017-05-22 | ||||
| End-to-End Fine-Grained Action Segmentation and Recognition Using Conditional Random Field Models and Discriminative Sparse Coding | 86.21 | SDL+SC-CRF | 2018-01-29 | |||||
| Temporal Convolutional Networks: A Unified Approach to Action Segmentation | ✓ Link | 83.1 | 81.4 | TCN | 2016-08-29 | |||
| Segmental Spatiotemporal CNNs for Fine-grained Action Segmentation | 66.56 | 74.22 | ST-CNN+Seg | 2016-02-09 |