Image Classification on Red Mini-ImageNet (test)
78.12AccuracyCLIP
Evaluation results
| Method | Links | |
|---|---|---|
| CLIPBackbone=ViT-B/32, Zero-shot=true2024.08 | 78.12 | |
| ACD-UNoise ratio=20%2026.03 | 61.52 | |
| CLIPCleanerNoise ratio=20%2026.03 | 61.44 | |
| NoiseBox+SS-KNNNoise ratio=20%2026.03 | 60.94 | |
| ACD-UNoise ratio=40%2026.03 | 60.66 | |
| NoiseBox+SS-KNNNoise ratio=40%2026.03 | 59.08 | |
| ScanMixnoise ratio=20%2021.03 | 59.06 | |
| CLIPCleanerNoise ratio=40%2026.03 | 58.42 | |
| ACD-UNoise ratio=60%2026.03 | 57 | |
| LongReMixnoise ratio=20%2021.03 | 56.03 | |
| LongReMixNoise ratio=20%2026.03 | 56.03 | |
| LSLNoise ratio=20%2026.03 | 54.68 | |
| ScanMixnoise ratio=40%2021.03 | 54.54 | |
| MixFixBackbone=PreResNet-18, Zero-shot=false2024.08 | 54.21 | |
| CLIPCleanerNoise ratio=60%2026.03 | 53.18 | |
| ScanMixnoise ratio=60%2021.03 | 52.36 | |
| FaMUSnoise ratio=20%2021.03 | 51.42 | |
| FaMUSnoise ratio=20%2021.03 | 51.42 | |
| MentorMixnoise ratio=20%2021.03 | 51.02 | |
| MentorMixnoise ratio=20%2021.03 | 51.02 | |
| DivideMixnoise ratio=20%2021.03 | 50.96 | |
| DivideMixnoise ratio=20%2021.03 | 50.96 | |
| DivideMixNoise ratio=20%2026.03 | 50.96 | |
| LongReMixnoise ratio=40%2021.03 | 50.69 | |
| LongReMixNoise ratio=40%2026.03 | 50.69 | |
| NoiseBox+SS-KNNNoise ratio=60%2026.03 | 50.3 | |
| LSLNoise ratio=40%2026.03 | 49.8 | |
| SOTA [16]Backbone=PreResNet-18, Zero-shot=false2024.08 | 49.55 | |
| MixUpnoise ratio=20%2021.03 | 49.1 | |
| Mixupnoise ratio=20%2021.03 | 49.1 | |
| ACD-UNoise ratio=80%2026.03 | 48.94 | |
| FaMUSnoise ratio=40%2021.03 | 48.06 | |
| FaMUSnoise ratio=40%2021.03 | 48.06 | |
| Cross-entropynoise ratio=20%2021.03 | 47.36 | |
| Cross-entropynoise ratio=20%2021.03 | 47.36 | |
| MentorMixnoise ratio=40%2021.03 | 47.14 | |
| MentorMixnoise ratio=40%2021.03 | 47.14 | |
| LongReMixnoise ratio=60%2021.03 | 46.81 | |
| LongReMixNoise ratio=60%2026.03 | 46.81 | |
| DivideMixnoise ratio=40%2021.03 | 46.72 | |
| DivideMixnoise ratio=40%2021.03 | 46.72 | |
| DivideMixNoise ratio=40%2026.03 | 46.72 | |
| MixUpnoise ratio=40%2021.03 | 46.4 | |
| Mixupnoise ratio=40%2021.03 | 46.4 | |
| LSLNoise ratio=60%2026.03 | 45.46 | |
| FaMUSnoise ratio=60%2021.03 | 45.1 | |
| FaMUSnoise ratio=60%2021.03 | 45.1 | |
| NoiseBox+SS-KNNNoise ratio=80%2026.03 | 44.44 | |
| CLIPCleanerNoise ratio=80%2026.03 | 43.82 | |
| MentorMixnoise ratio=60%2021.03 | 43.8 | |
| MentorMixnoise ratio=60%2021.03 | 43.8 | |
| DivideMixnoise ratio=60%2021.03 | 43.14 | |
| DivideMixnoise ratio=60%2021.03 | 43.14 | |
| DivideMixNoise ratio=60%2026.03 | 43.14 | |
| Cross-entropynoise ratio=40%2021.03 | 42.7 | |
| Cross-entropynoise ratio=40%2021.03 | 42.7 | |
| MixUpnoise ratio=60%2021.03 | 40.58 | |
| Mixupnoise ratio=60%2021.03 | 40.58 | |
| ScanMixnoise ratio=80%2021.03 | 40 | |
| LongReMixnoise ratio=80%2021.03 | 38.24 | |
| LongReMixNoise ratio=80%2026.03 | 38.24 | |
| Cross-entropynoise ratio=60%2021.03 | 37.3 | |
| Cross-entropynoise ratio=60%2021.03 | 37.3 | |
| LSLNoise ratio=80%2026.03 | 36.78 | |
| FaMUSnoise ratio=80%2021.03 | 35.5 | |
| FaMUSnoise ratio=80%2021.03 | 35.5 | |
| DivideMixnoise ratio=80%2021.03 | 34.5 | |
| DivideMixnoise ratio=80%2021.03 | 34.5 | |
| DivideMixNoise ratio=80%2026.03 | 34.5 | |
| MixUpnoise ratio=80%2021.03 | 33.58 | |
| Mixupnoise ratio=80%2021.03 | 33.58 | |
| MentorMixnoise ratio=80%2021.03 | 33.46 | |
| MentorMixnoise ratio=80%2021.03 | 33.46 | |
| Cross-entropynoise ratio=80%2021.03 | 29.76 | |
| Cross-entropynoise ratio=80%2021.03 | 29.76 |