Semantic Segmentation on ImageNet-S (test)
63.3mIoUiBOT + SERE
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| iBOT + SEREBackbone=ViT-B/16, Epochs=100, Initialization=FT (Fine-tuned classification weights)2022.06 | 63.3 | — | — | |
| iBOTBackbone=ViT-B/16, Epochs=100, Initialization=FT (Fine-tuned classification weights)2022.06 | 63 | — | — | |
| iBOT + SEREBackbone=ViT-S/16, Epochs=100, Initialization=FT (Fine-tuned classification weights)2022.06 | 57.8 | — | — | |
| iBOTBackbone=ViT-S/16, Epochs=100, Initialization=FT (Fine-tuned classification weights)2022.06 | 57.4 | — | — | |
| DINO + SEREBackbone=ViT-S/16, Epochs=100, Initialization=FT (Fine-tuned classification weights)2022.06 | 56.2 | — | — | |
| DINOBackbone=ViT-S/16, Epochs=100, Initialization=FT (Fine-tuned classification weights)2022.06 | 54.4 | — | — | |
| iBOT + SEREBackbone=ViT-B/16, Epochs=100, Initialization=PT (Self-supervised weights)2022.06 | 48.2 | — | — | |
| iBOTBackbone=ViT-B/16, Epochs=100, Initialization=PT (Self-supervised weights)2022.06 | 47.8 | — | — | |
| iBOT + SEREBackbone=ViT-S/16, Epochs=100, Initialization=PT (Self-supervised weights)2022.06 | 40.2 | — | — | |
| iBOTBackbone=ViT-S/16, Epochs=100, Initialization=PT (Self-supervised weights)2022.06 | 37.8 | — | — | |
| DINO + SEREBackbone=ViT-S/16, Epochs=100, Initialization=PT (Self-supervised weights)2022.06 | 36 | — | — | |
| DINOBackbone=ViT-S/16, Epochs=100, Initialization=PT (Self-supervised weights)2022.06 | 34.4 | — | — | |
| Supervisedevaluation_protocol=semi-supervised2021.06 | 25 | 57.4 | 66.7 | |
| PASSsLc_component=SwAV, evaluation_protocol=semi-supervised2021.06 | 19.2 | 43.4 | 66.9 | |
| PASSpLc_component=PixelPro, evaluation_protocol=semi-supervised2021.06 | 18.6 | 41.3 | 68.4 | |
| SwAVevaluation_protocol=semi-supervised2021.06 | 17.9 | 43.2 | 66.2 | |
| PixelProevaluation_protocol=semi-supervised2021.06 | 15.6 | 36.2 | 66.5 |