Hierarchical Image Classification on CUB-200-2011
99Accuracy (ACC)LHT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LHTR (relabeled ratio)=0%, Hierarchy level=Order2021.12 | 99 | — | |
| Soft LabelsR (relabeled ratio)=30%, Hierarchy level=Order2021.12 | 98.9 | — | |
| LHTR (relabeled ratio)=30%, Hierarchy level=Order2021.12 | 98.9 | — | |
| LHTR (relabeled ratio)=50%, Hierarchy level=Order2021.12 | 98.9 | — | |
| LHTR (relabeled ratio)=70%, Hierarchy level=Order2021.12 | 98.9 | — | |
| Soft LabelsR (relabeled ratio)=0%, Hierarchy level=Order2021.12 | 98.8 | — | |
| FGoNR (relabeled ratio)=0%, Hierarchy level=Order2021.12 | 98.8 | — | |
| HRNR (relabeled ratio)=0%, Hierarchy level=Order2021.12 | 98.8 | — | |
| LHTR (relabeled ratio)=90%, Hierarchy level=Order2021.12 | 98.8 | — | |
| HRN*R (relabeled ratio)=0%, Hierarchy level=Order2021.12 | 98.7 | — | |
| FGoNR (relabeled ratio)=30%, Hierarchy level=Order2021.12 | 98.7 | — | |
| FGoNR (relabeled ratio)=50%, Hierarchy level=Order2021.12 | 98.7 | — | |
| FGoNR (relabeled ratio)=70%, Hierarchy level=Order2021.12 | 98.7 | — | |
| FGoNR (relabeled ratio)=90%, Hierarchy level=Order2021.12 | 98.7 | — | |
| C-HMCNNR (relabeled ratio)=0%, Hierarchy level=Order2021.12 | 98.6 | — | |
| Soft LabelsR (relabeled ratio)=50%, Hierarchy level=Order2021.12 | 98.6 | — | |
| HD-CNNR (relabeled ratio)=0%, Hierarchy level=Order2021.12 | 98.5 | — | |
| HD-CNNR (relabeled ratio)=30%, Hierarchy level=Order2021.12 | 98.5 | — | |
| C-HMCNNR (relabeled ratio)=30%, Hierarchy level=Order2021.12 | 98.5 | — | |
| HRNR (relabeled ratio)=30%, Hierarchy level=Order2021.12 | 98.5 | — | |
| C-HMCNNR (relabeled ratio)=50%, Hierarchy level=Order2021.12 | 98.5 | — | |
| HD-CNNR (relabeled ratio)=90%, Hierarchy level=Order2021.12 | 98.5 | — | |
| HD-CNNR (relabeled ratio)=50%, Hierarchy level=Order2021.12 | 98.4 | — | |
| HD-CNNR (relabeled ratio)=70%, Hierarchy level=Order2021.12 | 98.4 | — | |
| HRN*R (relabeled ratio)=70%, Hierarchy level=Order2021.12 | 98.4 | — | |
| HRN*R (relabeled ratio)=30%, Hierarchy level=Order2021.12 | 98.3 | — | |
| HMCNR (relabeled ratio)=0%, Hierarchy level=Order2021.12 | 98.2 | — | |
| HMCNR (relabeled ratio)=30%, Hierarchy level=Order2021.12 | 98 | — | |
| HRNR (relabeled ratio)=50%, Hierarchy level=Order2021.12 | 98 | — | |
| HRN*R (relabeled ratio)=90%, Hierarchy level=Order2021.12 | 98 | — | |
| HMCNR (relabeled ratio)=50%, Hierarchy level=Order2021.12 | 97.9 | — | |
| HRN*R (relabeled ratio)=50%, Hierarchy level=Order2021.12 | 97.9 | — | |
| HMCNR (relabeled ratio)=90%, Hierarchy level=Order2021.12 | 97.8 | — | |
| HMCNR (relabeled ratio)=70%, Hierarchy level=Order2021.12 | 97.7 | — | |
| HRNR (relabeled ratio)=90%, Hierarchy level=Order2021.12 | 97.7 | — | |
| Soft LabelsR (relabeled ratio)=70%, Hierarchy level=Order2021.12 | 97.6 | — | |
| HRNR (relabeled ratio)=70%, Hierarchy level=Order2021.12 | 97.2 | — | |
| C-HMCNNR (relabeled ratio)=70%, Hierarchy level=Order2021.12 | 96.9 | — | |
| LHTR (relabeled ratio)=0%, Hierarchy level=Family2021.12 | 96.2 | 94.1 | |
| LHTR (relabeled ratio)=30%, Hierarchy level=Family2021.12 | 96.2 | 93.7 | |
| LHTR (relabeled ratio)=50%, Hierarchy level=Family2021.12 | 96.1 | 93.3 | |
| LHTR (relabeled ratio)=70%, Hierarchy level=Family2021.12 | 96 | 92.4 | |
| Soft LabelsR (relabeled ratio)=0%, Hierarchy level=Family2021.12 | 95.9 | 93.7 | |
| C-HMCNNR (relabeled ratio)=0%, Hierarchy level=Family2021.12 | 95.7 | 93.6 | |
| Soft LabelsR (relabeled ratio)=30%, Hierarchy level=Family2021.12 | 95.7 | 93.1 | |
| HD-CNNR (relabeled ratio)=0%, Hierarchy level=Family2021.12 | 95.5 | 93.3 | |
| FGoNR (relabeled ratio)=0%, Hierarchy level=Family2021.12 | 95.5 | 93.6 | |
| HRNR (relabeled ratio)=0%, Hierarchy level=Family2021.12 | 95.5 | 93.7 | |
| HRN*R (relabeled ratio)=0%, Hierarchy level=Family2021.12 | 95.5 | 93.6 | |
| HD-CNNR (relabeled ratio)=30%, Hierarchy level=Family2021.12 | 95.3 | 92.5 | |
| FGoNR (relabeled ratio)=50%, Hierarchy level=Family2021.12 | 95.3 | 92.3 | |
| LHTR (relabeled ratio)=90%, Hierarchy level=Family2021.12 | 95.3 | 87.6 | |
| C-HMCNNR (relabeled ratio)=30%, Hierarchy level=Family2021.12 | 95.2 | 92.8 | |
| FGoNR (relabeled ratio)=30%, Hierarchy level=Family2021.12 | 95.2 | 93 | |
| HRNR (relabeled ratio)=30%, Hierarchy level=Family2021.12 | 95 | 92.4 | |
| Soft LabelsR (relabeled ratio)=50%, Hierarchy level=Family2021.12 | 95 | 92.1 | |
| FGoNR (relabeled ratio)=70%, Hierarchy level=Family2021.12 | 94.9 | 93.3 | |
| HRN*R (relabeled ratio)=30%, Hierarchy level=Family2021.12 | 94.8 | 92.3 | |
| C-HMCNNR (relabeled ratio)=50%, Hierarchy level=Family2021.12 | 94.8 | 91.9 | |
| HMCNR (relabeled ratio)=0%, Hierarchy level=Family2021.12 | 94.7 | 93 | |
| HD-CNNR (relabeled ratio)=50%, Hierarchy level=Family2021.12 | 94.7 | 91.7 | |
| HRNR (relabeled ratio)=50%, Hierarchy level=Family2021.12 | 94.7 | 91.3 | |
| HD-CNNR (relabeled ratio)=70%, Hierarchy level=Family2021.12 | 94.7 | 90.1 | |
| HD-CNNR (relabeled ratio)=90%, Hierarchy level=Family2021.12 | 94.6 | 83.8 | |
| HRN*R (relabeled ratio)=50%, Hierarchy level=Family2021.12 | 94.3 | 90.9 | |
| FGoNR (relabeled ratio)=90%, Hierarchy level=Family2021.12 | 94.3 | 85.6 | |
| Soft LabelsR (relabeled ratio)=90%, Hierarchy level=Order2021.12 | 94.1 | — | |
| HMCNR (relabeled ratio)=30%, Hierarchy level=Family2021.12 | 94 | 91.9 | |
| HRN*R (relabeled ratio)=70%, Hierarchy level=Family2021.12 | 93.9 | 88.8 | |
| HRNR (relabeled ratio)=90%, Hierarchy level=Family2021.12 | 93.6 | 83.4 | |
| HMCNR (relabeled ratio)=50%, Hierarchy level=Family2021.12 | 93.5 | 90.2 | |
| HRNR (relabeled ratio)=70%, Hierarchy level=Family2021.12 | 93.3 | 88.3 | |
| HRN*R (relabeled ratio)=90%, Hierarchy level=Family2021.12 | 93.3 | 81.4 | |
| HMCNR (relabeled ratio)=70%, Hierarchy level=Family2021.12 | 92.7 | 87.1 | |
| Soft LabelsR (relabeled ratio)=70%, Hierarchy level=Family2021.12 | 92.6 | 89.3 | |
| C-HMCNNR (relabeled ratio)=70%, Hierarchy level=Family2021.12 | 91.3 | 87.8 | |
| C-HMCNNR (relabeled ratio)=90%, Hierarchy level=Order2021.12 | 91.2 | — | |
| HMCNR (relabeled ratio)=90%, Hierarchy level=Family2021.12 | 90.6 | 79.3 | |
| LHTR (relabeled ratio)=0%, Hierarchy level=Species2021.12 | 87 | — | |
| HRNR (relabeled ratio)=0%, Hierarchy level=Species2021.12 | 86.7 | — | |
| FGoNR (relabeled ratio)=0%, Hierarchy level=Species2021.12 | 86.6 | — | |
| HRN*R (relabeled ratio)=0%, Hierarchy level=Species2021.12 | 86.6 | — | |
| C-HMCNNR (relabeled ratio)=0%, Hierarchy level=Species2021.12 | 86.5 | — | |
| Soft LabelsR (relabeled ratio)=0%, Hierarchy level=Species2021.12 | 86.5 | — | |
| HMCNR (relabeled ratio)=0%, Hierarchy level=Species2021.12 | 86 | — | |
| LHTR (relabeled ratio)=30%, Hierarchy level=Species2021.12 | 86 | — | |
| HD-CNNR (relabeled ratio)=0%, Hierarchy level=Species2021.12 | 85.9 | — | |
| FGoNR (relabeled ratio)=30%, Hierarchy level=Species2021.12 | 85.1 | — | |
| Soft LabelsR (relabeled ratio)=30%, Hierarchy level=Species2021.12 | 84.8 | — | |
| LHTR (relabeled ratio)=50%, Hierarchy level=Species2021.12 | 84.8 | — | |
| C-HMCNNR (relabeled ratio)=30%, Hierarchy level=Species2021.12 | 84.6 | — | |
| HRN*R (relabeled ratio)=30%, Hierarchy level=Species2021.12 | 83.9 | — | |
| HD-CNNR (relabeled ratio)=30%, Hierarchy level=Species2021.12 | 83.8 | — | |
| HMCNR (relabeled ratio)=30%, Hierarchy level=Species2021.12 | 83.6 | — | |
| HRNR (relabeled ratio)=30%, Hierarchy level=Species2021.12 | 83.6 | — | |
| Soft LabelsR (relabeled ratio)=90%, Hierarchy level=Family2021.12 | 83.4 | 79.1 | |
| FGoNR (relabeled ratio)=50%, Hierarchy level=Species2021.12 | 82.8 | — | |
| Soft LabelsR (relabeled ratio)=50%, Hierarchy level=Species2021.12 | 82.7 | — | |
| LHTR (relabeled ratio)=70%, Hierarchy level=Species2021.12 | 82.4 | — | |
| C-HMCNNR (relabeled ratio)=50%, Hierarchy level=Species2021.12 | 82.3 | — |