Object Attribute Prediction on VAW 1.0 (test)
68.52mAPOvarNet
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| OvarNetEvaluation Setting=box-given, Training Data=+COCO Cap-sub2023.01 | 68.52 | — | — | — | — | — | — | — | — | — | — | — | — | — | 69.8 | 56.43 | |
| SB + SCONEalgorithm=SCONE2021.06 | 68.3 | 58.3 | 71.5 | 70.3 | 76.5 | 64.8 | 48 | 70.4 | 75.6 | 68.3 | 69.4 | 68.4 | 60.7 | 69.5 | — | — | |
| SCONETraining Data=fully supervised2023.01 | 68.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| OvarNetEvaluation Setting=box-given, Training Data=+CC 3M-sub2023.01 | 67.96 | — | — | — | — | — | — | — | — | — | — | — | — | — | 69.3 | 55.44 | |
| OvarNetEvaluation Setting=box-free, Training Data=+COCO Cap-sub2023.01 | 67.62 | — | — | — | — | — | — | — | — | — | — | — | — | — | 68.93 | 55.47 | |
| OvarNetEvaluation Setting=box-given, Training Data=COCO-base + VAW-base2023.01 | 66.85 | — | — | — | — | — | — | — | — | — | — | — | — | — | 68.27 | 53.75 | |
| OvarNetEvaluation Setting=box-free, Training Data=+CC 3M-sub2023.01 | 66.75 | — | — | — | — | — | — | — | — | — | — | — | — | — | 67.32 | 54.26 | |
| OvarNetEvaluation Setting=box-free, Training Data=COCO-base + VAW-base2023.01 | 66.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | 67.71 | 53.42 | |
| Strong Baseline (SB)2021.06 | 65.9 | 52.9 | 69.5 | 65.3 | 73.6 | 62.5 | 46 | 64.5 | 68.9 | 67.1 | 65.7 | 66.1 | 57.2 | 68.7 | — | — | |
| TAPTraining Data=fully supervised2023.01 | 65.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Sarafianos et al.2021.06 | 64.6 | 51.1 | 68.3 | 64.6 | 72.5 | 61.5 | 42.9 | 62.9 | 68.8 | 64.9 | 65.7 | 62.3 | 56.6 | 67.4 | — | — | |
| ML-GCN2021.06 | 63 | 52.8 | 69.5 | 64.1 | 70.8 | 59.8 | 42.7 | 59.1 | 64.7 | 65.2 | 64.2 | 62.8 | 54.7 | 66.5 | — | — | |
| ResNet-BaselineBackbone=ResNet2021.06 | 63 | 52.1 | 68.6 | 63.9 | 71.1 | 59.4 | 43 | 58.5 | 66.3 | 65 | 64.5 | 63.1 | 53.1 | 66.7 | — | — | |
| Partial-BCE + GNN2021.06 | 62.3 | 52.3 | 68.9 | 63.9 | 70.1 | 58.7 | 40.1 | 57.7 | 66.5 | 64.1 | 65.1 | 59.3 | 54.4 | 65.9 | — | — | |
| LSEP2021.06 | 61 | 50.7 | 67.1 | 62.3 | 69.1 | 57.3 | 40.9 | 56.1 | 67.1 | 63.1 | 61.4 | 58.7 | 50.7 | 64.9 | — | — | |
| ResNet-Baseline-CEBackbone=ResNet, Loss=Cross-Entropy2021.06 | 56.4 | 55.8 | 50.3 | 61.5 | 64.6 | 52.7 | 35.9 | 54 | 64.6 | 55.9 | 56.9 | 54.6 | 47.5 | 59.2 | — | — |