Metric: Top-1 Verb & Value (higher is better)
| # | Model↕ | Top-1 Verb & Value▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | Ours (CoFormer+) | 51.1 | No | Dynamic Scene Understanding from Vision-Language... | 2025-01-20 | - |
| 2 | ClipSitu | 47.23 | No | ClipSitu: Effectively Leveraging CLIP for Condit... | 2023-07-02 | Code |
| 3 | CoFormer | 35.98 | No | Collaborative Transformers for Grounded Situatio... | 2022-03-30 | Code |
| 4 | Kernel GraphNet | 35.41 | No | - | - | - |
| 5 | SituFormer | 35.24 | No | Rethinking the Two-Stage Framework for Grounded ... | 2021-12-10 | Code |
| 6 | GSRTR | 32.15 | No | Grounded Situation Recognition with Transformers | 2021-11-19 | Code |
| 7 | JSL | 31.44 | No | Grounded Situation Recognition | 2020-03-26 | Code |
| 8 | CAQ + RE-VGG | 30.23 | No | - | - | Code |
| 9 | ISL | 30.09 | No | Grounded Situation Recognition | 2020-03-26 | Code |
| 10 | GraphNet | 27.52 | No | Situation Recognition with Graph Neural Networks | 2017-08-14 | Code |
| 11 | RNN + Fusion | 27.45 | No | Recurrent Models for Situation Recognition | 2017-03-18 | - |
| 12 | CRF + Aug | 26.45 | No | Commonly Uncommon: Semantic Sparsity in Situatio... | 2016-12-03 | Code |
| 13 | CRF | 24.64 | No | - | - | Code |