Image Classification on Flowers102 (Top-1 Accuracy)
99.5Top-1 Accuracytrue-base
Evaluation Results
| Method | Links | |
|---|---|---|
| true-baseEpoch Selection=Last Epoch2024.05 | 99.5 | |
| true-baseEpoch Selection=Best Epoch2024.05 | 99.4 | |
| ProposedShots=16, Venue=-2025.12 | 96 | |
| ds-mixupEpoch Selection=Best Epoch2024.05 | 90.8 | |
| annot-mixEpoch Selection=Last Epoch2024.05 | 90.1 | |
| annot-mixEpoch Selection=Best Epoch2024.05 | 90 | |
| madlEpoch Selection=Best Epoch2024.05 | 85.1 | |
| madlEpoch Selection=Last Epoch2024.05 | 85 | |
| trace-regEpoch Selection=Best Epoch2024.05 | 77.9 | |
| trace-regEpoch Selection=Last Epoch2024.05 | 76.2 | |
| ITOPre-training Dataset=DataComp-1B, Backbone=ViT-B/16, Training Epochs=10 epochs, Zero-shot protocol=EVA-CLIP2026.03 | 75.8 | |
| POS PGABackbone=CLIP ViT-L-14, zero-shot=true2023.05 | 74.8 | |
| Noun SubmanifoldBackbone=CLIP ViT-L-14, zero-shot=true2023.05 | 74.7 | |
| CLIPBackbone=CLIP ViT-L-14, zero-shot=true2023.05 | 74.6 | |
| POS PCABackbone=CLIP ViT-L-14, zero-shot=true2023.05 | 74.6 | |
| CLIPPre-training Dataset=DataComp-1B, Backbone=ViT-B/16, Training Epochs=10 epochs, Zero-shot protocol=EVA-CLIP2026.03 | 74.4 | |
| ITO sub2Pre-training Dataset=DataComp-1B, Backbone=ViT-B/16, Training Epochs=10 epochs, Zero-shot protocol=EVA-CLIP2026.03 | 74 | |
| mv-mixupEpoch Selection=Best Epoch2024.05 | 71.8 | |
| mv-mixupEpoch Selection=Last Epoch2024.05 | 71.7 | |
| ds-mixupEpoch Selection=Last Epoch2024.05 | 71.7 | |
| mv-baseEpoch Selection=Best Epoch2024.05 | 71.5 | |
| CLIPShots=0, Venue=ICML’222025.12 | 71.4 | |
| mv-baseEpoch Selection=Last Epoch2024.05 | 68 | |
| conalEpoch Selection=Last Epoch2024.05 | 52.8 | |
| conalEpoch Selection=Best Epoch2024.05 | 52.8 | |
| crowd-arEpoch Selection=Last Epoch2024.05 | 48.2 | |
| crowd-arEpoch Selection=Best Epoch2024.05 | 48.2 | |
| geo-reg-fEpoch Selection=Best Epoch2024.05 | 44.9 | |
| geo-reg-wEpoch Selection=Best Epoch2024.05 | 44.9 | |
| geo-reg-fEpoch Selection=Last Epoch2024.05 | 44.5 | |
| geo-reg-wEpoch Selection=Last Epoch2024.05 | 44.5 | |
| union-netEpoch Selection=Best Epoch2024.05 | 44 | |
| union-netEpoch Selection=Last Epoch2024.05 | 43.1 | |
| crowd-layerEpoch Selection=Best Epoch2024.05 | 36.9 | |
| crowd-layerEpoch Selection=Last Epoch2024.05 | 36.8 | |
| ITO sub3Backbone=ViT-B/16, Pre-training Dataset=CC3M-recap, Evaluation Protocol=Zero-shot2026.03 | 20 | |
| ITO sub2Backbone=ViT-B/16, Pre-training Dataset=CC3M-recap, Evaluation Protocol=Zero-shot2026.03 | 19.7 | |
| FLAIRBackbone=ViT-B/16, Pre-training Dataset=CC3M-recap, Evaluation Protocol=Zero-shot2026.03 | 18.9 |