Image Classification on ImageNet1K (val) (R@1)
83.1Top-1 AccuracyBiXT-Ti/4 ↑384
Evaluation results
| Method | Links | |
|---|---|---|
| BiXT-Ti/4 ↑384FLOPs=48.1G, #Param=15M, seq-len=9,216, Resolution=384x384, fine-tuned=true2024.02 | 83.1 | |
| BiXT-Ti/8 ↑384FLOPs=12.5G, #Param=15M, seq-len=2,304, Resolution=384x384, fine-tuned=true2024.02 | 82.8 | |
| BiXT-Ti/4FLOPs=16.8G, #Param=15M, seq-len=3,136, Resolution=224x2242024.02 | 82.7 | |
| Perceiver-IO (conv)FLOPs=369G, #Param=49M, Tokenizer=convolutional, Resolution=224x2242024.02 | 82.1 | |
| BiXT-Ti/8FLOPs=4.7G, #Param=15M, seq-len=784, Resolution=224x2242024.02 | 81.9 | |
| BiXT-Ti/16 ↑384FLOPs=3.6G, #Param=15M, seq-len=576, Resolution=384x384, fine-tuned=true2024.02 | 81.8 | |
| DINO.txt#param=304M, Evaluation Protocol=Zero-shot2026.04 | 81.6 | |
| BiFormerFLOPs=2.2G, #Param=13M, Type=Vision-specific derivative, Resolution=224x2242024.02 | 81.4 | |
| BiXT-Ti/16 (conv)FLOPs=1.7G, #Param=15M, Tokenizer=convolutional, Resolution=224x2242024.02 | 81 | |
| BiXT-Ti/16FLOPs=1.7G, #Param=15M, Resolution=224x2242024.02 | 80.1 | |
| XCIT-T24FLOPs=2.3G, #Param=12M, Type=Vision-specific derivative, Resolution=224x2242024.02 | 79.4 | |
| Perceiver-IOFLOPs=407G, #Param=48M, internals=no tokenizer, no vision-specific internals, Resolution=224x2242024.02 | 79 | |
| PVTv2-B1FLOPs=2.1G, #Param=13M, Type=Vision-specific derivative, Resolution=224x2242024.02 | 78.7 | |
| Perceiver v2FLOPs=404G, #Param=42M, internals=no tokenizer, no vision-specific internals, Resolution=224x2242024.02 | 78.6 | |
| PiT-XSFLOPs=1.4G, #Param=11M, Type=Vision-specific derivative, Resolution=224x2242024.02 | 78.1 | |
| PerceiverFLOPs=707G, #Param=45M, internals=no tokenizer, no vision-specific internals, Resolution=224x2242024.02 | 78 | |
| Perceiver v2 (conv)FLOPs=367G, #Param=42M, Tokenizer=convolutional, Resolution=224x2242024.02 | 77.4 | |
| XCIT-T12FLOPs=1.2G, #Param=7M, Type=Vision-specific derivative, Resolution=224x2242024.02 | 77.1 | |
| ViL-Ti-RPBFLOPs=1.3G, #Param=7M, Type=Vision-specific derivative, Resolution=224x2242024.02 | 76.7 | |
| ViL-Ti-APEFLOPs=1.3G, #Param=7M, Type=Vision-specific derivative, Resolution=224x2242024.02 | 76.3 | |
| DeiT3-Ti/16*FLOPs=1.3G, #Param=6M, Resolution=224x224, Note=result reproduced2024.02 | 75.4 | |
| PVTv1-TiFLOPs=1.9G, #Param=12M, Type=Vision-specific derivative, Resolution=224x2242024.02 | 75.1 | |
| OpenCLIP#param=304M, Evaluation Protocol=Zero-shot2026.04 | 74 | |
| AdaVFM (LARGE)#param=50M, Evaluation Protocol=Zero-shot2026.04 | 73.3 | |
| PiT-TiFLOPs=0.7G, #Param=5M, Type=Vision-specific derivative, Resolution=224x2242024.02 | 73 | |
| AdaVFM (BASE)#param=36M, Evaluation Protocol=Zero-shot2026.04 | 72.4 | |
| DeiT-Ti/16FLOPs=1.3G, #Param=6M, Resolution=224x2242024.02 | 72.2 | |
| AdaVFM (SMALL)#param=29M, Evaluation Protocol=Zero-shot2026.04 | 71.3 | |
| AdaVFM (TINY)#param=16M, Evaluation Protocol=Zero-shot2026.04 | 69.8 | |
| AdaVFM (MIN)#param=6M, Evaluation Protocol=Zero-shot2026.04 | 65.5 | |
| NoLA#param=86M, Evaluation Protocol=Zero-shot2026.04 | 65.4 | |
| ProText#param=86M, Evaluation Protocol=Zero-shot2026.04 | 64.9 | |
| LaFTer#param=86M, Evaluation Protocol=Zero-shot2026.04 | 64.2 | |
| Waffle#param=86M, Evaluation Protocol=Zero-shot2026.04 | 63.5 | |
| CLIP#param=86M, Evaluation Protocol=Zero-shot2026.04 | 61.9 | |
| CyCLIPsmode=zero-shot, sentence_embedding=supervised2023.10 | 22.13 | |
| CyCLIPmode=zero-shot2023.10 | 20.99 | |
| CyCLIPnmode=zero-shot, sentence_embedding=unsupervised2023.10 | 18.13 | |
| CLIPsmode=zero-shot, sentence_embedding=supervised2023.10 | 16.01 | |
| CLIPnmode=zero-shot, sentence_embedding=unsupervised2023.10 | 15.97 | |
| CLIPmode=zero-shot2023.10 | 14.94 |