Image Classification on Webvision (test)
85.12AccDEFT
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| DEFTBackbone=CLIP, Adaptation=FFT2024.09 | 85.12 | — | — | — | — | — | — | |
| LongReMixBackbone=CLIP, Adaptation=FFT2024.09 | 84.96 | — | — | — | — | — | — | |
| GMMBackbone=CLIP, Adaptation=FFT2024.09 | 84.88 | — | — | — | — | — | — | |
| CEBackbone=CLIP, Adaptation=FFT2024.09 | 84.64 | — | — | — | — | — | — | |
| UNICONBackbone=CLIP, Adaptation=FFT2024.09 | 84.56 | — | — | — | — | — | — | |
| ProMixBackbone=CLIP, Adaptation=FFT2024.09 | 84.44 | — | — | — | — | — | — | |
| RoLTBackbone=CLIP, Adaptation=FFT2024.09 | 84.12 | — | — | — | — | — | — | |
| Modified ModelModel Variant=Modified Model, Test-Time Augmentation=true2022.10 | 83.16 | — | — | — | — | 94.28 | — | |
| SCEBackbone=CLIP, Adaptation=FFT2024.09 | 82.88 | — | — | — | — | — | — | |
| MixFixBackbone=PreResNet-18, Zero-shot=false2024.08 | 81.56 | — | — | — | — | — | — | |
| Bootstrapping Training AlgorithmModel Variant=Normal Model, Test-Time Augmentation=true2022.10 | 81.52 | — | — | — | — | 92.52 | — | |
| SSR+Backbone=PreResNet-18, Zero-shot=false2024.08 | 80.9 | — | — | — | — | — | — | |
| Modified ModelModel Variant=Modified Model, Test-Time Augmentation=false2022.10 | 80.88 | — | — | — | — | 92.76 | — | |
| Bootstrapping Training AlgorithmModel Variant=Normal Model, Test-Time Augmentation=false2022.10 | 80.24 | — | — | — | — | 90.84 | — | |
| ScanMixEpochs=1002021.03 | 80.04 | — | — | — | — | 93.04 | — | |
| FaMuS2022.10 | 79.4 | — | — | — | — | 92.8 | — | |
| ELRBackbone=CLIP, Adaptation=FFT2024.09 | 79.32 | — | — | — | — | — | — | |
| NGC2022.10 | 79.16 | — | — | — | — | 91.84 | — | |
| PropMix2022.10 | 78.84 | — | — | — | — | 90.56 | — | |
| MOIT+Epochs=1002021.03 | 78.76 | — | — | — | — | — | — | |
| ELR+Epochs=1002021.03 | 77.78 | — | — | — | — | 91.68 | — | |
| ELR+2022.10 | 77.78 | — | — | — | — | 91.68 | — | |
| HSA-NRL2021.12 | 77.52 | 98.32 | 77.58 | 78.11 | 77.52 | — | — | |
| DivideMixEpochs=1002021.03 | 77.32 | — | — | — | — | 91.64 | — | |
| DM2021.12 | 76.92 | 97.69 | 76.98 | 77.08 | 76.92 | — | — | |
| SOPBackbone=InceptionResNetV22022.02 | 76.6 | — | — | — | — | — | — | |
| RRL2022.10 | 76.3 | — | — | — | — | 91.5 | — | |
| ELR2022.10 | 76.26 | — | — | — | — | 91.26 | — | |
| ELRBackbone=InceptionResNetV22022.02 | 76.2 | — | — | — | — | — | — | |
| MentorMixEpochs=1002021.03 | 76 | — | — | — | — | 90.2 | — | |
| FSREpochs=1002021.03 | 74.9 | — | — | — | — | 88.2 | — | |
| CLIPBackbone=ViT-B/32, Zero-shot=true2024.08 | 73.36 | — | — | — | — | — | — | |
| SOMNetBackbone=ResNet-502019.06 | 72.2 | — | — | — | — | 89.5 | — | |
| OUSM2021.12 | 70.86 | 98.16 | 70.95 | 73.05 | 70.86 | — | — | |
| CurriculumNetBackbone=ResNet-50, Source=Re-run2019.06 | 70.7 | — | — | — | — | 88.6 | — | |
| SELF2021.12 | 69.18 | 97.17 | 69.21 | 69.8 | 69.18 | — | — | |
| PENCILBackbone=ResNet-50, Source=Re-run2019.06 | 68.9 | — | — | — | — | 85.7 | — | |
| Zhuang et al.Backbone=ResNet-50, Source=Re-run2019.06 | 68.7 | — | — | — | — | 85.4 | — | |
| MLNTBackbone=ResNet-50, Source=Re-run2019.06 | 68.3 | — | — | — | — | 85 | — | |
| DRAEBackbone=ResNet-50, Source=Re-run2019.06 | 67.5 | — | — | — | — | 85.1 | — | |
| Tanaka et al.Backbone=ResNet-50, Source=Re-run2019.06 | 67.4 | — | — | — | — | 84.7 | — | |
| Sukhbaatar et al.Backbone=ResNet-50, Source=Re-run2019.06 | 67.1 | — | — | — | — | 84.2 | — | |
| AD-MILBackbone=ResNet-50, Source=Re-run2019.06 | 66.9 | — | — | — | — | 84 | — | |
| ResNet50Backbone=ResNet-50, Source=Re-run2019.06 | 66.4 | — | — | — | — | 83.4 | — | |
| SLBackbone=ResNet-50, Source=Re-run2019.06 | 66.2 | — | — | — | — | 82.3 | — | |
| Iterative-CVEpochs=1002021.03 | 65.24 | — | — | — | — | 85.34 | — | |
| INCV2021.12 | 65.02 | 97.11 | 65.11 | 65.05 | 65.02 | — | — | |
| Co-tea.2021.12 | 63.77 | 96.98 | 63.92 | 64.02 | 63.77 | — | — | |
| Co-teachingBackbone=InceptionResNetV22022.02 | 63.6 | — | — | — | — | — | — | |
| Co-teachingEpochs=1002021.03 | 63.58 | — | — | — | — | 85.2 | — | |
| MentorNetEpochs=1002021.03 | 63 | — | — | — | — | 81.4 | — | |
| D2LEpochs=1002021.03 | 62.68 | — | — | — | — | 84 | — | |
| DecouplingEpochs=1002021.03 | 62.54 | — | — | — | — | 84.74 | — | |
| F-correctionEpochs=1002021.03 | 61.12 | — | — | — | — | 82.68 | — | |
| ForwardBackbone=InceptionResNetV22022.02 | 61.1 | — | — | — | — | — | — | |
| Joint2021.12 | 60.28 | 96.7 | 60.4 | 67.51 | 60.28 | — | — | |
| NF-Net2021.12 | 58.03 | 95.86 | 58.77 | 59.01 | 58.03 | — | — | |
| Co-teaching2023.01 | — | — | — | — | — | 85.2 | 63.58 | |
| Co-teaching2024.08 | — | — | — | — | — | 85.2 | 63.5 | |
| CurrNet2023.04 | — | — | — | — | — | — | 79.3 | |
| D2L2023.01 | — | — | — | — | — | 84 | 62.68 | |
| Decoupling2023.01 | — | — | — | — | — | 84.74 | 62.54 | |
| DivideMix2023.01 | — | — | — | — | — | 91.64 | 77.32 | |
| DivideMix2024.08 | — | — | — | — | — | 91.64 | 77.32 | |
| ELR+2024.08 | — | — | — | — | — | 91.68 | 77.78 | |
| F-correction2023.01 | — | — | — | — | — | 82.68 | 61.12 | |
| FaMUS2024.08 | — | — | — | — | — | 92.8 | 79.4 | |
| Heteroscedastic2023.04 | — | — | — | — | — | — | 76.6 | |
| Iterative-CV2023.01 | — | — | — | — | — | 85.34 | 65.24 | |
| Knockoffs-SPR2023.01 | — | — | — | — | — | 92.28 | 77.96 | |
| Linear Classifier2023.04 | — | — | — | — | — | — | 78.1 | |
| Mean k-NN2023.04 | — | — | — | — | — | — | 78.2 | |
| MentorNet2023.01 | — | — | — | — | — | 81.4 | 63 | |
| MILe2023.04 | — | — | — | — | — | — | 75.2 | |
| MLP Classifier2023.04 | — | — | — | — | — | — | 81 | |
| NCR2023.04 | — | — | — | — | — | — | 76.8 | |
| NGC2024.08 | — | — | — | — | — | 91.84 | 79.16 | |
| OursMemory dataset=WebLI, Memory value encoder=T5-Base, Finetune visual encoder=false2023.04 | — | — | — | — | — | — | 83.6 | |
| Ours2024.08 | — | — | — | — | — | 93.26 | 81.56 | |
| RRL2024.08 | — | — | — | — | — | 91.5 | 76.3 | |
| SelCL+2024.08 | — | — | — | — | — | 92.6 | 79.9 | |
| SPR2023.01 | — | — | — | — | — | 91.4 | 77.08 | |
| SSR+2024.08 | — | — | — | — | — | 92.8 | 80.9 | |
| TCL2024.08 | — | — | — | — | — | 92.3 | 79.1 |