Grounded Situation Recognition on SWiG v1 (dev)
58.19Top-1 Predicted Verb AccuracyClipSitu XTF
Evaluation Results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ClipSitu XTFBackbone=ViT-L14, Input Resolution=336px2023.07 | 58.19 | 47.23 | 29.73 | 41.3 | 13.92 | 85.69 | 68.42 | 41.42 | 49.23 | 23.45 | 78.52 | 45.31 | 55.36 | 32.37 | |
| CoFormer2023.07 | 44.41 | 35.87 | 22.47 | 29.37 | 12.94 | 72.98 | 57.58 | 34.09 | 46.7 | 19.06 | 76.17 | 42.11 | 61.15 | 23.09 | |
| SituFormer2023.07 | 44.32 | 35.35 | 22.1 | 29.17 | 13.33 | 71.01 | 55.85 | 33.38 | 45.78 | 19.77 | 76.08 | 42.15 | 61.82 | 24.65 | |
| Kernel GraphNet2020.03 | 43.21 | 35.18 | 19.46 | — | — | 68.55 | 56.32 | 30.56 | — | — | 73.14 | 41.48 | — | — | |
| Kernel GraphNet2023.07 | 43.21 | 35.18 | 19.46 | — | — | 68.55 | 56.32 | 30.56 | — | — | 73.14 | 41.68 | — | — | |
| GSRTR2023.07 | 41.06 | 32.52 | 19.63 | 26.04 | 10.44 | 69.46 | 53.69 | 30.66 | 42.61 | 15.98 | 74.27 | 39.24 | 58.33 | 20.19 | |
| JSLour implementation=true2020.03 | 39.6 | 31.18 | 18.85 | 25.03 | 10.16 | 67.71 | 52.06 | 29.73 | 41.25 | 15.07 | 73.53 | 38.32 | 57.5 | 19.29 | |
| JSL2023.07 | 39.6 | 31.18 | 18.85 | 25.03 | 10.16 | 67.71 | 52.06 | 29.73 | 41.25 | 15.07 | 73.53 | 38.32 | 57.5 | 19.29 | |
| Updated RNNour implementation=true, backbone=upgraded RNN2020.03 | 38.83 | 30.47 | 18.23 | — | — | 65.74 | 50.29 | 28.59 | — | — | 72.77 | 37.49 | — | — | |
| ISLour implementation=true2020.03 | 38.83 | 30.47 | 18.23 | 22.47 | 7.64 | 65.74 | 50.29 | 28.59 | 36.9 | 11.66 | 72.77 | 37.49 | 52.92 | 15 | |
| ISL2023.07 | 38.83 | 30.47 | 18.23 | 22.47 | 7.64 | 65.74 | 50.29 | 28.59 | 36.9 | 11.66 | 72.77 | 37.49 | 52.92 | 15 | |
| CAQBackbone=RE-VGG2023.07 | 37.96 | 30.15 | 18.58 | — | — | 64.99 | 50.3 | 29.17 | — | — | 73.62 | 38.71 | — | — | |
| GraphNet2020.03 | 36.93 | 27.52 | 19.15 | — | — | 61.8 | 45.23 | 29.98 | — | — | 68.89 | 41.07 | — | — | |
| GraphNet2023.07 | 36.93 | 27.52 | 19.15 | — | — | 61.8 | 45.23 | 29.98 | — | — | 68.89 | 41.07 | — | — | |
| RNN w/ Fusionarchitecture=base RNN model2020.03 | 36.11 | 27.74 | 16.6 | — | — | 63.11 | 47.09 | 26.48 | — | — | 70.48 | 35.56 | — | — | |
| RNN w/ Fusion2023.07 | 36.11 | 27.74 | 16.6 | — | — | 63.11 | 47.09 | 26.48 | — | — | 70.48 | 35.56 | — | — | |
| RNN w/o Fusionarchitecture=base RNN model2020.03 | 35.35 | 26.8 | 15.77 | — | — | 61.42 | 44.84 | 24.31 | — | — | 68.44 | 32.98 | — | — | |
| CRF+Aug2020.03 | 34.2 | 25.39 | 15.61 | — | — | 62.21 | 46.72 | 25.66 | — | — | 70.8 | 34.82 | — | — | |
| CRF w/ DataAug2023.07 | 34.2 | 26.56 | 15.61 | — | — | 62.21 | 46.72 | 25.66 | — | — | 70.8 | 34.82 | — | — | |
| CRF2020.03 | 32.25 | 24.56 | 14.28 | — | — | 58.64 | 42.68 | 22.75 | — | — | 65.9 | 29.5 | — | — | |
| CRF2023.07 | 32.25 | 24.56 | 14.28 | — | — | 58.64 | 42.68 | 22.75 | — | — | 65.9 | 29.5 | — | — |