Zero-shot Image Classification on ImageNet-Sketch (test)
65.4AccuracyREACT (Locked-Text Gated-Image)
Evaluation results
| Method | Links | |
|---|---|---|
| REACT (Locked-Text Gated-Image)Backbone=ViT-L/14, Pretrain Data=LAION-2B, Evaluation Protocol=Zero-shot2023.01 | 65.4 | |
| REACT (Locked-Text Gated-Image)Backbone=ViT-L/14, Pretrain Data=WIT-400M, Evaluation Protocol=Zero-shot2023.01 | 64.8 | |
| OpenCLIPBackbone=ViT-L/14, Pretrain Data=LAION-2B, Evaluation Protocol=Zero-shot2023.01 | 63.3 | |
| CLIPBackbone=ViT-L/14, Pretrain Data=WIT-400M, Evaluation Protocol=Zero-shot2023.01 | 59.6 | |
| REACT (Locked-Text Gated-Image)Backbone=ViT-B/32, Pretrain Data=LAION-2B, Evaluation Protocol=Zero-shot2023.01 | 58.4 | |
| REACT (Locked-Text)Backbone=ViT-B/16, Pretrain Data=WIT-400M, Evaluation Protocol=Zero-shot2023.01 | 58.3 | |
| REACT (Locked-Text Gated-Image)Backbone=ViT-B/16, Pretrain Data=WIT-400M, Evaluation Protocol=Zero-shot2023.01 | 58.3 | |
| REACT (Locked-Text)Backbone=ViT-B/16, Pretrain Data=LAION-400M, Evaluation Protocol=Zero-shot2023.01 | 58.1 | |
| REACT (Locked-Text Gated-Image)Backbone=ViT-B/16, Pretrain Data=LAION-400M, Evaluation Protocol=Zero-shot2023.01 | 57.4 | |
| REACT (Locked-Text)Backbone=ViT-B/32, Pretrain Data=LAION-2B, Evaluation Protocol=Zero-shot2023.01 | 57.1 | |
| REACT (Locked-Text)Backbone=ViT-B/32, Pretrain Data=LAION-400M, Evaluation Protocol=Zero-shot2023.01 | 54.8 | |
| REACT (Locked-Text Gated-Image)Backbone=ViT-B/32, Pretrain Data=LAION-400M, Evaluation Protocol=Zero-shot2023.01 | 54.8 | |
| REACT (Locked-Text)Backbone=ViT-B/32, Pretrain Data=WIT-400M, Evaluation Protocol=Zero-shot2023.01 | 54.2 | |
| REACT (Locked-Text Gated-Image)Backbone=ViT-B/32, Pretrain Data=WIT-400M, Evaluation Protocol=Zero-shot2023.01 | 53.9 | |
| OpenCLIPBackbone=ViT-B/32, Pretrain Data=LAION-2B, Evaluation Protocol=Zero-shot2023.01 | 53.5 | |
| OpenCLIPBackbone=ViT-B/16, Pretrain Data=LAION-400M, Evaluation Protocol=Zero-shot2023.01 | 52.4 | |
| OpenCLIPBackbone=ViT-B/32, Pretrain Data=LAION-400M, Evaluation Protocol=Zero-shot2023.01 | 49.4 | |
| CLIPBackbone=ViT-B/16, Pretrain Data=WIT-400M, Evaluation Protocol=Zero-shot2023.01 | 48.3 | |
| CLIPBackbone=ViT-B/32, Pretrain Data=WIT-400M, Evaluation Protocol=Zero-shot2023.01 | 42.3 |