Image Classification on ImageNet-shift
70.7AccuracyACED-F2
Evaluation results
| Method | Links | |
|---|---|---|
| ACED-F2Samples Seen=13B, Inference GFlops=10.29, Zero-shot=true2024.11 | 70.7 | |
| MobileCLIP-S2Samples Seen=13B, Inference GFlops=10.81, Zero-shot=true2024.11 | 68.1 | |
| ACED-F1Samples Seen=13B, Inference GFlops=7.14, Zero-shot=true2024.11 | 67.3 | |
| MobileCLIP-S1Samples Seen=13B, Inference GFlops=7.64, Zero-shot=true2024.11 | 63.3 | |
| ACED-F0Samples Seen=13B, Inference GFlops=3.3, Zero-shot=true2024.11 | 56.1 | |
| DataComp-CLIP-B/32Samples Seen=13B, Inference GFlops=7.39, Zero-shot=true2024.11 | 56.1 | |
| MobileCLIP-S0Samples Seen=13B, Inference GFlops=3.7, Zero-shot=true2024.11 | 55.2 | |
| MetaCLIP-CLIP-B/32Samples Seen=13B, Inference GFlops=7.39, Zero-shot=true2024.11 | 55.1 | |
| LAION-CLIP-B/32Samples Seen=34B, Inference GFlops=7.39, Zero-shot=true2024.11 | 52.4 | |
| TinyCLIP-39M/16Samples Seen=20B, Inference GFlops=9.48, Zero-shot=true2024.11 | 50.6 | |
| CLIP-CID-B/32Samples Seen=7.2B, Inference GFlops=7.39, Zero-shot=true2024.11 | 50.5 | |
| TinyCLIP-63M/32Samples Seen=15.8B, Inference GFlops=5.65, Zero-shot=true2024.11 | 50.4 | |
| OpenAI-CLIP-B/32Samples Seen=13B, Inference GFlops=7.39, Zero-shot=true2024.11 | 50.3 | |
| OpenAI-RN101Samples Seen=13B, Inference GFlops=12.75, Zero-shot=true2024.11 | 49.7 | |
| TinyCLIP-45M/32Samples Seen=15.8B, Inference GFlops=3.7, Zero-shot=true2024.11 | 48.3 | |
| DatologyAI-cls-B/32Samples Seen=5.1B, Inference GFlops=7.39, Zero-shot=true2024.11 | 47.1 | |
| DatologyAI-ret-B/32Samples Seen=5.1B, Inference GFlops=7.39, Zero-shot=true2024.11 | 45.9 | |
| OpenAI-RN50Samples Seen=13B, Inference GFlops=9.09, Zero-shot=true2024.11 | 44.6 | |
| TinyCLIP-RN30MSamples Seen=15.2B, Inference GFlops=6.93, Zero-shot=true2024.11 | 43 | |
| CLIP-KD-RN50Samples Seen=0.5B, Inference GFlops=9.09, Zero-shot=true2024.11 | 41.6 | |
| DatologyAI-cls-S/32Samples Seen=2.0B, Inference GFlops=2.83, Zero-shot=true2024.11 | 36.6 | |
| DatologyAI-ret-S/32Samples Seen=2.0B, Inference GFlops=2.83, Zero-shot=true2024.11 | 35.9 | |
| Final Self-Filtered 30% Data MixBackbone=ViT-B/32, Data=Final data mix from last round of Self-Filtering, Evaluation Protocol=Zero-shot2026.06 | 9.3 | |
| CLIP with OAI CLIP Filtered data + AllBackbone=ViT-B/32, Data=OAI Filtered + All data mix, Evaluation Protocol=Zero-shot2026.06 | 9.1 | |
| Self-Filtering 40%Backbone=ViT-B/32, Data=40% subset selected via Self-Filtering, Evaluation Protocol=Zero-shot2026.06 | 8.7 | |
| Self-Filtering 30%Backbone=ViT-B/32, Data=30% subset selected via Self-Filtering, Evaluation Protocol=Zero-shot2026.06 | 8.7 | |
| CLIP with All dataBackbone=ViT-B/32, Data=11.49M samples (Datacomp small), Evaluation Protocol=Zero-shot2026.06 | 8.2 | |
| CLIP with OAI CLIP Filtered dataBackbone=ViT-B/32, Data=Data selected by OpenAI’s CLIP ViT-L/14, Evaluation Protocol=Zero-shot2026.06 | 7.2 |