Metric: Rank-1 Recognition Rate (higher is better)
| # | Model↕ | Rank-1 Recognition Rate▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | STF+LSTM | 0.9856 | No | - | - | - |
| 2 | SAM-SLR (RGB-D) | 0.9853 | Yes | Skeleton Aware Multi-modal Sign Language Recogni... | 2021-03-16 | Code |
| 3 | 3D-DCNN + ST-MGCN | 0.9842 | No | - | - | - |
| 4 | Ensemble - NTIS | 0.9637 | No | - | - | - |
| 5 | HWGAT | 0.958 | Yes | Hierarchical Windowed Graph Attention Network an... | 2024-07-19 | Code |
| 6 | MViT-SLR | 0.9572 | Yes | Fine-tuning of sign language recognition models:... | 2023-02-15 | Code |
| 7 | FE+LSTM | 0.9338 | No | - | - | - |
| 8 | VTN-PF | 0.9292 | No | - | - | Code |
| 9 | CNN+FPM+BLSTM+Attention (RGB-D) | 0.6203 | No | AUTSL: A Large Scale Multi-modal Turkish Sign La... | 2020-08-03 | - |