Situation Prediction on imSitu (test)
36.72Top-1 Verb AccFully-connected Graph
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Fully-connected GraphGraph Structure=Fully-connected2017.08 | 36.72 | 27.52 | 19.25 | 61.9 | 45.39 | 29.96 | — | — | 41.4 | 69.16 | 41.36 | |
| Fusion, VGG+RNNbackbone=VGG2017.03 | 35.9 | 27.45 | 16.36 | 63.08 | 46.88 | 26.06 | — | — | 40.16 | 70.27 | 35.25 | |
| Chain RNN2017.08 | 34.63 | 24.65 | 17.89 | 61.06 | 41.73 | 28.15 | — | — | 38.54 | 62.94 | 37.32 | |
| Tensor composition + reg + self trainsemantic_data_augmentation=true, self_training=true, regularization=true2016.12 | 34.12 | 26.45 | 15.51 | 62.59 | 46.88 | 25.46 | 70.44 | 34.38 | 39.48 | — | — | |
| Tensor Composition + DataAugData Augmentation=true2017.08 | 34.12 | 26.45 | 15.51 | 62.59 | 46.88 | 25.46 | — | — | 39.48 | 70.44 | 34.38 | |
| Tensor Comp. + Image Reg. CRF + Extra 5M Imagesextra data=5M Images2017.03 | 34.12 | 26.45 | 15.51 | 62.59 | 46.88 | 25.46 | — | — | 39.48 | 70.44 | 34.38 | |
| Tensor composition + regsemantic_data_augmentation=false, regularization=true2016.12 | 32.96 | 25.32 | 14.57 | 60.12 | 44.64 | 24 | 69.2 | 32.97 | 37.97 | — | — | |
| Tensor Composition2017.08 | 32.96 | 25.32 | 14.57 | 60.12 | 44.64 | 24 | — | — | 37.97 | 69.2 | 32.97 | |
| Tensor Comp. + Image Reg. CRF2017.03 | 32.96 | 25.32 | 14.57 | 60.12 | 44.64 | 24 | — | — | 37.97 | 69.2 | 32.97 | |
| Baseline: Image Regressionsemantic_data_augmentation=false2016.12 | 32.34 | 24.64 | 14.19 | 58.88 | 42.76 | 22.55 | 65.66 | 28.96 | 36.25 | — | — | |
| CNN+CRF2017.08 | 32.34 | 24.64 | 14.19 | 58.88 | 42.76 | 22.55 | — | — | 36.25 | 65.66 | 28.96 | |
| Image Regression CRF2017.03 | 32.34 | 24.64 | 14.19 | 58.88 | 42.76 | 22.55 | — | — | 36.25 | 65.66 | 28.96 | |
| Baseline: Image Regressionsemantic_data_augmentation=true2016.12 | 32.3 | 24.95 | 14.77 | 59.52 | 44.08 | 23.99 | 67.82 | 31.46 | 37.36 | — | — |