Image Classification on Flowers, CUB, Cars, CIFAR-10, CIFAR-100, Food, iNat (Average)
97.2Accuracy (Flowers)FRONT+
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| FRONT+Backbone=DeiT-S, Para.(M)=3.22026.03 | 97.2 | 78.2 | 89.4 | 97.4 | 84 | 86.1 | 68.1 | 85.8 | |
| WAVEBackbone=DeiT-S, Para.(M)=4.02026.03 | 96.9 | 78.1 | 89.4 | 97.4 | 83.2 | 85.5 | 67.6 | 85.4 | |
| Auto-LGBackbone=DeiT-S, Para.(M)=7.52026.03 | 96.4 | 75.1 | 88.2 | 97.3 | 81 | 84.6 | 67 | 84.2 | |
| Direct FTBackbone=DeiT-S, Para.(M)=11.02026.03 | 96.4 | 77 | 89.4 | 97.5 | 82.8 | 85.6 | 69.3 | 85.4 | |
| LiGOBackbone=DeiT-S, Para.(M)=7.52026.03 | 95.9 | 74.8 | 87.9 | 96.9 | 81.3 | 84 | 66.1 | 83.8 | |
| Direct FTBackbone=DeiT-Ti, Para.(M)=2.92026.03 | 95.4 | 75.1 | 86.5 | 96.6 | 80.2 | 84 | 66.9 | 83.5 | |
| FRONT+Backbone=DeiT-Ti, Para.(M)=0.82026.03 | 95.1 | 75.2 | 86.1 | 96.6 | 80.8 | 83.9 | 65.4 | 83.3 | |
| WAVEBackbone=DeiT-Ti, Para.(M)=1.12026.03 | 94.9 | 74.8 | 84.4 | 96.6 | 80.7 | 83.8 | 65.2 | 82.9 | |
| FRONTBackbone=DeiT-S, Para.(M)=8.12026.03 | 94.5 | 74.1 | 87.4 | 97.2 | 81.8 | 85.2 | 66.6 | 83.9 | |
| LiGOBackbone=DeiT-Ti, Para.(M)=2.02026.03 | 94.2 | 71.8 | 83.9 | 95.6 | 78.5 | 82.1 | 61.6 | 81.1 | |
| Share InitBackbone=DeiT-S, Para.(M)=2.22026.03 | 94.1 | 72.4 | 87.2 | 96.5 | 78.5 | 83 | 63 | 82.1 | |
| TLEGBackbone=DeiT-S, Para.(M)=3.92026.03 | 93.7 | 72.6 | 87.2 | 97.2 | 80.2 | 84.9 | 66.5 | 83.2 | |
| Auto-LGBackbone=DeiT-Ti, Para.(M)=2.02026.03 | 93.5 | 71.4 | 83.5 | 96.4 | 77.1 | 81.7 | 62.5 | 80.9 | |
| FRONTBackbone=DeiT-Ti, Para.(M)=2.22026.03 | 92.9 | 70.5 | 82.3 | 95.9 | 78.7 | 83.7 | 63.7 | 81.1 | |
| Share InitBackbone=DeiT-Ti, Para.(M)=0.62026.03 | 92.4 | 70.1 | 82.1 | 96 | 77.2 | 81.2 | 63.2 | 80.3 | |
| TLEGBackbone=DeiT-Ti, Para.(M)=1.12026.03 | 91 | 69.5 | 78.2 | 96.1 | 77 | 82 | 63.4 | 79.6 | |
| Heur-LGBackbone=DeiT-S, Para.(M)=5.72026.03 | 69.1 | 48 | 51.2 | 95.1 | 72.8 | 76.8 | 59.3 | 67.5 | |
| Cluster-LGBackbone=DeiT-S, Para.(M)=5.12026.03 | 65.5 | 45.4 | 46.3 | 95.4 | 74.6 | 78.4 | 60.4 | 66.6 | |
| Heur-LGBackbone=DeiT-Ti, Para.(M)=1.52026.03 | 64.7 | 44.6 | 37.7 | 94 | 71.1 | 74.7 | 57.4 | 63.5 | |
| Cluster-LGBackbone=DeiT-Ti, Para.(M)=2.42026.03 | 62.8 | 44.8 | 36.9 | 94.1 | 74.5 | 78.6 | 56.4 | 64 | |
| Wt SelectBackbone=DeiT-S, Para.(M)=11.02026.03 | 58.3 | 33.1 | 28.1 | 94.1 | 68.1 | 69 | 54.2 | 57.8 | |
| MimeticBackbone=DeiT-S, Para.(M)=02026.03 | 57.4 | 39.6 | 34.2 | 91.6 | 65.7 | 67.1 | 52.2 | 58.3 | |
| He-InitBackbone=DeiT-S, Para.(M)=02026.03 | 57.2 | 27.3 | 23.8 | 94 | 66.5 | 70.6 | 54 | 56.2 | |
| Wt SelectBackbone=DeiT-Ti, Para.(M)=2.92026.03 | 55 | 34.4 | 21.7 | 92.5 | 67 | 67.4 | 51.2 | 55.6 | |
| He-InitBackbone=DeiT-Ti, Para.(M)=02026.03 | 53.9 | 26.1 | 19.9 | 92.4 | 68.3 | 68.4 | 52.3 | 54.5 | |
| GHN-3Backbone=DeiT-S2026.03 | 52.7 | 45.2 | 30.6 | 93.9 | 72.7 | 76.2 | 55.5 | 61 | |
| MimeticBackbone=DeiT-Ti, Para.(M)=02026.03 | 52.1 | 35 | 20.5 | 88.9 | 63.4 | 66.9 | 49 | 53.7 | |
| GHN-3Backbone=DeiT-Ti2026.03 | 50 | 41.1 | 23.2 | 92.5 | 70.1 | 76.2 | 51.7 | 57.8 |