Semantic Segmentation on ImageNet-S (val)
63mIoUiBOT + SERE
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| iBOT + SEREBackbone=ViT-B/16, Epochs=100, Initialization=FT (Fine-tuned classification weights)2022.06 | 63 | — | — | |
| iBOTBackbone=ViT-B/16, Epochs=100, Initialization=FT (Fine-tuned classification weights)2022.06 | 62.6 | — | — | |
| TECMAEPretrain=SSL+FT, Epoch=800+1002022.10 | 62 | — | — | |
| MAEPretrain=SSL+FT, Epoch=1600+1002022.10 | 61 | — | — | |
| iBOT + SEREBackbone=ViT-S/16, Epochs=100, Initialization=FT (Fine-tuned classification weights)2022.06 | 58.9 | — | — | |
| iBOTBackbone=ViT-S/16, Epochs=100, Initialization=FT (Fine-tuned classification weights)2022.06 | 57.9 | — | — | |
| DINO + SEREBackbone=ViT-S/16, Epochs=100, Initialization=FT (Fine-tuned classification weights)2022.06 | 57.3 | — | — | |
| DINOBackbone=ViT-S/16, Epochs=100, Initialization=FT (Fine-tuned classification weights)2022.06 | 54.6 | — | — | |
| iBOT + SEREBackbone=ViT-B/16, Epochs=100, Initialization=PT (Self-supervised weights)2022.06 | 48.6 | — | — | |
| iBOTBackbone=ViT-B/16, Epochs=100, Initialization=PT (Self-supervised weights)2022.06 | 48.3 | — | — | |
| TECMAEPretrain=SSL, Epoch=8002022.10 | 42.9 | — | — | |
| iBOT + SEREBackbone=ViT-S/16, Epochs=100, Initialization=PT (Self-supervised weights)2022.06 | 41 | — | — | |
| MAEPretrain=SSL, Epoch=16002022.10 | 38.3 | — | — | |
| iBOTBackbone=ViT-S/16, Epochs=100, Initialization=PT (Self-supervised weights)2022.06 | 38.1 | — | — | |
| DINO + SEREBackbone=ViT-S/16, Epochs=100, Initialization=PT (Self-supervised weights)2022.06 | 36.9 | — | — | |
| DINOBackbone=ViT-S/16, Epochs=100, Initialization=PT (Self-supervised weights)2022.06 | 35.1 | — | — | |
| Supervisedevaluation_protocol=semi-supervised2021.06 | 25.7 | 57.3 | 66.3 | |
| PASSsLc_component=SwAV, evaluation_protocol=semi-supervised2021.06 | 19.4 | 43.3 | 66.6 | |
| PASSpLc_component=PixelPro, evaluation_protocol=semi-supervised2021.06 | 18.9 | 40.9 | 68 | |
| SwAVevaluation_protocol=semi-supervised2021.06 | 18.2 | 42.8 | 66 | |
| PixelProevaluation_protocol=semi-supervised2021.06 | 16 | 36 | 66.2 |