Hierarchical Image Classification on tieredImageNet-H (test)
1.67Hierarchical Distance @1ViT-Hier-CoS
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| ViT-Hier-CoSbackbone=ViT2025.03 | 1.67 | — | — | 4.82 | 6.07 | 74.71 | 6.6 | 0.92 | 0.65 | 0.7 | |
| ViT-Cross Entropybackbone=ViT2025.03 | 1.69 | — | — | 5.44 | 7 | 75.1 | 6.77 | 0.62 | 0.31 | 0.21 | |
| HXE+CRM2025.03 | 1.82 | — | — | 4.82 | 6.03 | 73.54 | 6.89 | — | — | — | |
| HAFrame2025.03 | 1.82 | — | — | 4.96 | 6.16 | 73.7 | 6.9 | 0.87 | 0.56 | 0.6 | |
| Cross Entropy2025.03 | 1.83 | — | — | 5.66 | 7.29 | 73.63 | 6.95 | 0.58 | 0.23 | 0.14 | |
| HAFeatversion=I2025.03 | 1.83 | — | — | 5.55 | 6.98 | 73.49 | 6.92 | 0.65 | 0.28 | 0.21 | |
| Hier-CoS2025.03 | 1.86 | — | — | 4.81 | 6.02 | 72.22 | 6.7 | 0.94 | 0.71 | 0.76 | |
| Flamingoversion=I2025.03 | 1.93 | — | — | 5.77 | 7.42 | 72.27 | 6.96 | 0.58 | 0.22 | 0.13 | |
| HiECRM=false2023.02 | 2.07 | 29.81 | 6.95 | 4.93 | 6.86 | — | — | — | — | — | |
| HiECRM=true2023.02 | 2.07 | 29.89 | 6.93 | 4.93 | 6.11 | — | — | — | — | — | |
| HAFCRM=false2023.02 | 2.14 | 30.5 | 7.03 | 5.3 | 6.99 | — | — | — | — | — | |
| Cross-EntropyCRM=true2023.02 | 2.14 | 30.56 | 7.01 | 5.01 | 6.11 | — | — | — | — | — | |
| HXECRM=true, alpha=0.12023.02 | 2.14 | 30.8 | 6.95 | 4.94 | 6.11 | — | — | — | — | — | |
| HAFCRM=true2023.02 | 2.14 | 30.63 | 6.97 | 4.95 | 6.11 | — | — | — | — | — | |
| HXECRM=false, alpha=0.12023.02 | 2.15 | 30.72 | 7 | 5.62 | 7.08 | — | — | — | — | — | |
| Soft-labelsCRM=false, beta=302023.02 | 2.15 | 30.53 | 7.05 | 5.66 | 7.14 | — | — | — | — | — | |
| Soft-labelsCRM=true, beta=302023.02 | 2.15 | 30.69 | 6.99 | 4.95 | 6.11 | — | — | — | — | — | |
| Soft-labelsbeta=302025.03 | 2.15 | — | — | 4.95 | 6.11 | 69.31 | 6.99 | — | — | — | |
| Cross-EntropyCRM=false2023.02 | 2.17 | 30.64 | 7.07 | 5.7 | 7.25 | — | — | — | — | — | |
| HiE-SelfCRM=true2023.02 | 2.17 | 30.79 | 7.04 | 4.98 | 6.14 | — | — | — | — | — | |
| HiE-SelfCRM=false2023.02 | 2.19 | 30.78 | 7.05 | 5.35 | 6.92 | — | — | — | — | — | |
| HAFeatversion=II2025.03 | 2.26 | — | — | 5.62 | 6.97 | 67.89 | 7.05 | 0.65 | 0.26 | 0.2 | |
| HXECRM=false, alpha=0.62023.02 | 2.32 | 34.5 | 6.73 | 5.48 | 6.78 | — | — | — | — | — | |
| Cross-Entropy-HCRM=true2023.02 | 2.32 | 32.93 | 7.05 | 4.98 | 6.14 | — | — | — | — | — | |
| HXECRM=true, alpha=0.62023.02 | 2.32 | 34.68 | 6.69 | 4.99 | 6.13 | — | — | — | — | — | |
| YOLO-v2CRM=false2023.02 | 2.34 | 33.37 | 7.02 | 5.85 | 7.43 | — | — | — | — | — | |
| Chang et al.CRM=false2023.02 | 2.34 | 33.46 | 6.99 | 5.62 | 7.34 | — | — | — | — | — | |
| Chang et al.CRM=true2023.02 | 2.34 | 33.73 | 6.93 | 5.02 | 6.15 | — | — | — | — | — | |
| Cross-Entropy-HCRM=false2023.02 | 2.35 | 32.87 | 7.13 | 5.7 | 7.14 | — | — | — | — | — | |
| YOLO-v2CRM=true2023.02 | 2.38 | 33.98 | 6.99 | 5.05 | 6.17 | — | — | — | — | — | |
| YOLO-v22025.03 | 2.38 | — | — | 5.05 | 6.17 | 66.02 | 6.99 | — | — | — | |
| Flamingoversion=II2025.03 | 2.42 | — | — | 5.79 | 7.33 | 65.72 | 7.07 | 0.58 | 0.22 | 0.14 | |
| Soft-labelsCRM=false, beta=42023.02 | 2.57 | 38.99 | 6.6 | 5.13 | 6.21 | — | — | — | — | — | |
| Barz & DenzlerCRM=false2023.02 | 2.7 | 39.73 | 6.8 | 5.48 | 6.21 | — | — | — | — | — | |
| Barz & Denzler2025.03 | 2.7 | — | — | 5.48 | 6.21 | 60.27 | 6.8 | — | — | — | |
| Soft-labelsCRM=true, beta=42023.02 | 6.24 | 32.72 | 7.54 | 6.94 | 7.25 | — | — | — | — | — | |
| Soft-labelsbeta=42025.03 | 6.24 | — | — | 6.94 | 7.25 | 17.28 | 7.54 | — | — | — | |
| Barz & DenzlerCRM=true2023.02 | 11.92 | 33.55 | 11.94 | 11.91 | 11.91 | — | — | — | — | — |