Image Classification on Stanford Cars (ACC, mACC)
97.7AccuracyC-HMCNN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| C-HMCNNRelabeled ratio R=0%, Hierarchy=Type2021.12 | 97.7 | 95.4 | |
| HRN*Relabeled ratio R=0%, Hierarchy=Type, Source=Original Paper2021.12 | 97.4 | 95.7 | |
| Soft LabelsRelabeled ratio R=0%, Hierarchy=Type2021.12 | 97.2 | 95.4 | |
| HRNRelabeled ratio R=0%, Hierarchy=Type2021.12 | 97.2 | 95.4 | |
| Soft LabelsRelabeled ratio R=30%, Hierarchy=Type2021.12 | 97.1 | 94.6 | |
| HMCNRelabeled ratio R=0%, Hierarchy=Type2021.12 | 97 | 95.2 | |
| LHT (Ours)Relabeled ratio R=0%, Hierarchy=Type2021.12 | 97 | 95.6 | |
| LHT (Ours)Relabeled ratio R=30%, Hierarchy=Type2021.12 | 97 | 95.2 | |
| C-HMCNNRelabeled ratio R=30%, Hierarchy=Type2021.12 | 96.9 | 93.9 | |
| LHT (Ours)Relabeled ratio R=50%, Hierarchy=Type2021.12 | 96.9 | 94.8 | |
| LHT (Ours)Relabeled ratio R=70%, Hierarchy=Type2021.12 | 96.9 | 93.4 | |
| HD-CNNRelabeled ratio R=0%, Hierarchy=Type2021.12 | 96.8 | 94.9 | |
| FGoNRelabeled ratio R=0%, Hierarchy=Type2021.12 | 96.7 | 95.1 | |
| HMCNRelabeled ratio R=30%, Hierarchy=Type2021.12 | 96.6 | 94 | |
| HMCNRelabeled ratio R=50%, Hierarchy=Type2021.12 | 96.6 | 92.1 | |
| HD-CNNRelabeled ratio R=30%, Hierarchy=Type2021.12 | 96.5 | 94.2 | |
| FGoNRelabeled ratio R=30%, Hierarchy=Type2021.12 | 96.5 | 94.2 | |
| HRNRelabeled ratio R=30%, Hierarchy=Type2021.12 | 96.5 | 94 | |
| HD-CNNRelabeled ratio R=50%, Hierarchy=Type2021.12 | 96.3 | 93 | |
| FGoNRelabeled ratio R=50%, Hierarchy=Type2021.12 | 96.2 | 93.1 | |
| HMCNRelabeled ratio R=70%, Hierarchy=Type2021.12 | 96.2 | 86.8 | |
| HRN*Relabeled ratio R=30%, Hierarchy=Type, Source=Original Paper2021.12 | 96.1 | 93.4 | |
| Soft LabelsRelabeled ratio R=50%, Hierarchy=Type2021.12 | 96.1 | 93 | |
| HD-CNNRelabeled ratio R=70%, Hierarchy=Type2021.12 | 96.1 | 90.5 | |
| HRN*Relabeled ratio R=70%, Hierarchy=Type, Source=Original Paper2021.12 | 96.1 | 89.9 | |
| HRNRelabeled ratio R=50%, Hierarchy=Type2021.12 | 96 | 92.2 | |
| HRNRelabeled ratio R=70%, Hierarchy=Type2021.12 | 96 | 87.9 | |
| LHT (Ours)Relabeled ratio R=90%, Hierarchy=Type2021.12 | 96 | 83.7 | |
| HRN*Relabeled ratio R=50%, Hierarchy=Type, Source=Original Paper2021.12 | 95.9 | 92.3 | |
| FGoNRelabeled ratio R=70%, Hierarchy=Type2021.12 | 95.8 | 89.9 | |
| C-HMCNNRelabeled ratio R=50%, Hierarchy=Type2021.12 | 95.5 | 92 | |
| HD-CNNRelabeled ratio R=90%, Hierarchy=Type2021.12 | 95.3 | 76.6 | |
| HMCNRelabeled ratio R=90%, Hierarchy=Type2021.12 | 95.2 | 69.8 | |
| FGoNRelabeled ratio R=90%, Hierarchy=Type2021.12 | 95 | 77.4 | |
| HRN*Relabeled ratio R=90%, Hierarchy=Type, Source=Original Paper2021.12 | 94.3 | 71.8 | |
| LHT (Ours)Relabeled ratio R=0%, Hierarchy=Maker2021.12 | 94.1 | — | |
| HRNRelabeled ratio R=90%, Hierarchy=Type2021.12 | 94.1 | 71 | |
| HRN*Relabeled ratio R=0%, Hierarchy=Maker, Source=Original Paper2021.12 | 94 | — | |
| Soft LabelsRelabeled ratio R=70%, Hierarchy=Type2021.12 | 93.9 | 88.8 | |
| HRNRelabeled ratio R=0%, Hierarchy=Maker2021.12 | 93.6 | — | |
| Soft LabelsRelabeled ratio R=0%, Hierarchy=Maker2021.12 | 93.5 | — | |
| HMCNRelabeled ratio R=0%, Hierarchy=Maker2021.12 | 93.4 | — | |
| FGoNRelabeled ratio R=0%, Hierarchy=Maker2021.12 | 93.4 | — | |
| LHT (Ours)Relabeled ratio R=30%, Hierarchy=Maker2021.12 | 93.4 | — | |
| C-HMCNNRelabeled ratio R=70%, Hierarchy=Type2021.12 | 93.4 | 86.7 | |
| C-HMCNNRelabeled ratio R=0%, Hierarchy=Maker2021.12 | 93.1 | — | |
| HD-CNNRelabeled ratio R=0%, Hierarchy=Maker2021.12 | 93 | — | |
| LHT (Ours)Relabeled ratio R=50%, Hierarchy=Maker2021.12 | 92.7 | — | |
| Soft LabelsRelabeled ratio R=30%, Hierarchy=Maker2021.12 | 92 | — | |
| HD-CNNRelabeled ratio R=30%, Hierarchy=Maker2021.12 | 91.8 | — | |
| FGoNRelabeled ratio R=30%, Hierarchy=Maker2021.12 | 91.8 | — | |
| HMCNRelabeled ratio R=30%, Hierarchy=Maker2021.12 | 91.4 | — | |
| HRNRelabeled ratio R=30%, Hierarchy=Maker2021.12 | 91.4 | — | |
| C-HMCNNRelabeled ratio R=30%, Hierarchy=Maker2021.12 | 90.9 | — | |
| HRN*Relabeled ratio R=30%, Hierarchy=Maker, Source=Original Paper2021.12 | 90.6 | — | |
| FGoNRelabeled ratio R=50%, Hierarchy=Maker2021.12 | 90 | — | |
| LHT (Ours)Relabeled ratio R=70%, Hierarchy=Maker2021.12 | 89.9 | — | |
| Soft LabelsRelabeled ratio R=50%, Hierarchy=Maker2021.12 | 89.8 | — | |
| HD-CNNRelabeled ratio R=50%, Hierarchy=Maker2021.12 | 89.7 | — | |
| HRN*Relabeled ratio R=50%, Hierarchy=Maker, Source=Original Paper2021.12 | 88.7 | — | |
| C-HMCNNRelabeled ratio R=50%, Hierarchy=Maker2021.12 | 88.4 | — | |
| HRNRelabeled ratio R=50%, Hierarchy=Maker2021.12 | 88.3 | — | |
| HMCNRelabeled ratio R=50%, Hierarchy=Maker2021.12 | 87.6 | — | |
| HD-CNNRelabeled ratio R=70%, Hierarchy=Maker2021.12 | 84.8 | — | |
| FGoNRelabeled ratio R=70%, Hierarchy=Maker2021.12 | 84 | — | |
| Soft LabelsRelabeled ratio R=70%, Hierarchy=Maker2021.12 | 83.7 | — | |
| HRN*Relabeled ratio R=70%, Hierarchy=Maker, Source=Original Paper2021.12 | 83.7 | — | |
| C-HMCNNRelabeled ratio R=90%, Hierarchy=Type2021.12 | 82.4 | 65.5 | |
| C-HMCNNRelabeled ratio R=70%, Hierarchy=Maker2021.12 | 80 | — | |
| Soft LabelsRelabeled ratio R=90%, Hierarchy=Type2021.12 | 80 | 67.6 | |
| HRNRelabeled ratio R=70%, Hierarchy=Maker2021.12 | 79.7 | — | |
| HMCNRelabeled ratio R=70%, Hierarchy=Maker2021.12 | 77.3 | — | |
| LHT (Ours)Relabeled ratio R=90%, Hierarchy=Maker2021.12 | 71.4 | — | |
| FGoNRelabeled ratio R=90%, Hierarchy=Maker2021.12 | 59.7 | — | |
| HD-CNNRelabeled ratio R=90%, Hierarchy=Maker2021.12 | 57.8 | — | |
| Soft LabelsRelabeled ratio R=90%, Hierarchy=Maker2021.12 | 55.1 | — | |
| HRN*Relabeled ratio R=90%, Hierarchy=Maker, Source=Original Paper2021.12 | 49.3 | — | |
| C-HMCNNRelabeled ratio R=90%, Hierarchy=Maker2021.12 | 48.5 | — | |
| HRNRelabeled ratio R=90%, Hierarchy=Maker2021.12 | 47.9 | — | |
| HMCNRelabeled ratio R=90%, Hierarchy=Maker2021.12 | 44.4 | — |