Image Classification on ImageNet-O (test)
68Top-1 AccuracyText2Concept
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Text2ConceptEvaluation Protocol=zero-shot2024.11 | 68 | — | |
| B-cosified RN-50 CLIPPre-training Dataset=ImageNet [16], Learning Scheduler=Cosine, Evaluation Protocol=zero-shot2024.11 | 65 | — | |
| B-cosified RN-50 CLIPPre-training Dataset=ImageNet [16], Learning Scheduler=Cyclic, Evaluation Protocol=zero-shot2024.11 | 64 | — | |
| BCATesting time=2.42min, Memory usage=757M, Visual Backbone=ResNet-50, GPU=RTX 4070 Ti SUPER GPU2025.03 | 61.81 | 2 | |
| TDATesting time=11.93min, Memory usage=1174M, Visual Backbone=ResNet-50, GPU=RTX 4070 Ti SUPER GPU2025.03 | 61.35 | 1.54 | |
| TPTTesting time=572.13min, Memory usage=21396M, Visual Backbone=ResNet-50, GPU=RTX 4070 Ti SUPER GPU2025.03 | 60.74 | 0.93 | |
| CLIPTesting time=2.23min, Memory usage=753M, Visual Backbone=ResNet-50, GPU=RTX 4070 Ti SUPER GPU2025.03 | 59.81 | 0 | |
| Standard CLIPEvaluation Protocol=zero-shot2024.11 | 57 | — | |
| B-cosified RN-50 CLIPPre-training Dataset=CC3M [47], Learning Scheduler=Cosine, Evaluation Protocol=zero-shot2024.11 | 57 | — | |
| B-cosified RN-50 CLIPPre-training Dataset=CC3M [47], Learning Scheduler=Cyclic, Evaluation Protocol=zero-shot2024.11 | 57 | — | |
| MobileCLIP-S0Evaluation Protocol=zero-shot2023.11 | 53.8 | — | |
| MobileCLIP-S1Evaluation Protocol=zero-shot2023.11 | 50.5 | — | |
| MobileCLIP-S2Evaluation Protocol=zero-shot2023.11 | 46.9 | — | |
| MobileCLIP-BEvaluation Protocol=zero-shot2023.11 | 41.4 | — | |
| CLIP+GOALBackbone=ViT-B/16, Zero-shot=true2025.03 | 40.35 | — | |
| CLIP+LongCLIPBackbone=ViT-B/16, Zero-shot=true2025.03 | 36 | — | |
| CyCLIPsmode=zero-shot, sentence_embedding=supervised2023.10 | 29.55 | — | |
| CyCLIPmode=zero-shot2023.10 | 27.05 | — | |
| CyCLIPnmode=zero-shot, sentence_embedding=unsupervised2023.10 | 24.45 | — | |
| CLIPnmode=zero-shot, sentence_embedding=unsupervised2023.10 | 21.95 | — | |
| CLIPsmode=zero-shot, sentence_embedding=supervised2023.10 | 21.3 | — | |
| NAMEx-Full-MomParams=280M, Evaluation=Zero-shot2025.10 | 21.16 | — | |
| CLIPmode=zero-shot2023.10 | 20.75 | — | |
| NAMEx-FullParams=280M, Evaluation=Zero-shot2025.10 | 20.69 | — | |
| NAMExParams=280M, Evaluation=Zero-shot2025.10 | 20.11 | — | |
| ACMoE-Top 2Params=280M, Evaluation=Zero-shot2025.10 | 19.55 | — | |
| ACMoE-Top 1Params=280M, Evaluation=Zero-shot2025.10 | 18.45 | — |