Fine-grained Image Classification on FGVC-Aircraft
93.4Accuracy (All)PMG
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| PMGBase Model=ResNet50, Evaluation Mode=Combined Accuracy2020.03 | 93.4 | — | — | — | — | — | — | |
| DCLBase Model=ResNet502020.03 | 93 | — | — | — | — | — | — | |
| MC-LossBase Model=B-CNN, Model Component=2B+A2020.02 | 92.9 | — | — | — | — | — | — | |
| S3NBase Model=ResNet502020.03 | 92.8 | — | — | — | — | — | — | |
| PMGBase Model=ResNet502020.03 | 92.8 | — | — | — | — | — | — | |
| PMGBase Model=VGG16, Evaluation Mode=Combined Accuracy2020.03 | 92.7 | — | — | — | — | — | — | |
| MC-LossBase Model=ResNet502020.03 | 92.6 | — | — | — | — | — | — | |
| MC-LossBase Model=ResNet50, Model Component=D+A2020.02 | 92.6 | — | — | — | — | — | — | |
| PMGBase Model=VGG162020.03 | 92.4 | — | — | — | — | — | — | |
| DFL-CNNBase Model=VGG16, Model Component=B+2A+Conv.(1,1)2020.02 | 92 | — | — | — | — | — | — | |
| DFLBase Model=ResNet502020.03 | 91.7 | — | — | — | — | — | — | |
| DFL-CNNBase Model=ResNet50, Model Component=D+2A+Conv.(1,1)2020.02 | 91.7 | — | — | — | — | — | — | |
| NTS-NetBase Model=ResNet502020.03 | 91.4 | — | — | — | — | — | — | |
| NTS-NetBase Model=ResNet50, Model Component=D+3A+6Conv.(3,3)2020.02 | 91.4 | — | — | — | — | — | — | |
| MC-LossBase Model=VGG16, Model Component=B+A2020.02 | 91 | — | — | — | — | — | — | |
| MA-CNNBase Model=VGG192020.03 | 89.9 | — | — | — | — | — | — | |
| MA-CNNBase Model=VGG19, Model Component=C+ 3A + channel grouping layers2020.02 | 89.9 | — | — | — | — | — | — | |
| PCBase Model=DenseNet1612020.03 | 89.2 | — | — | — | — | — | — | |
| PCBase Model=DenseNet161, Model Component=2E + 2A2020.02 | 89.2 | — | — | — | — | — | — | |
| FT ResNetBase Model=ResNet502020.03 | 88.5 | — | — | — | — | — | — | |
| FT ResNetBase Model=ResNet50, Model Component=D+A2020.02 | 88.5 | — | — | — | — | — | — | |
| KABase Model=VGG16, Model Component=B+A+Conv.(1,1)2020.02 | 88.3 | — | — | — | — | — | — | |
| KPBase Model=VGG162020.03 | 86.9 | — | — | — | — | — | — | |
| KPBase Model=VGG16, Model Component=B+ kernel pooling+A2020.02 | 86.9 | — | — | — | — | — | — | |
| PCBase Model=B-CNN, Model Component=2B+A2020.02 | 85.8 | — | — | — | — | — | — | |
| FT VGGBase Model=VGG162020.03 | 84.8 | — | — | — | — | — | — | |
| FT VGGNetBase Model=VGG19, Model Component=C+A2020.02 | 84.8 | — | — | — | — | — | — | |
| B-CNNBase Model=VGG162020.03 | 84.1 | — | — | — | — | — | — | |
| B-CNNBase Model=VGG16, Model Component=2B+A2020.02 | 84.1 | — | — | — | — | — | — | |
| InfoSieve2023.10 | 56.3 | 63.7 | 52.5 | — | — | — | — | |
| SimGCD2023.10 | 54.2 | 59.1 | 51.8 | — | — | — | — | |
| PromptCAL2023.10 | 52.2 | 52.2 | 52.3 | — | — | — | — | |
| HiCroPL2026.04 | 48.38 | — | 41.75 | — | 44.82 | — | — | |
| GAPL2026.04 | 47.8 | — | 41.3 | — | 44.31 | — | — | |
| XCon2023.10 | 47.7 | 44.4 | 49.4 | — | — | — | — | |
| MMRL2026.04 | 46.3 | — | 37.03 | — | 41.15 | — | — | |
| GCD2023.10 | 45 | 41.1 | 46.9 | — | — | — | — | |
| GPC2023.10 | 43.3 | 40.7 | 44.8 | — | — | — | — | |
| PromptSRC2026.04 | 42.73 | — | 37.87 | — | 40.15 | — | — | |
| TCP2026.04 | 41.97 | — | 34.43 | — | 37.83 | — | — | |
| MMA2026.04 | 40.57 | — | 36.33 | — | 38.33 | — | — | |
| CoOp2026.04 | 40.44 | — | 22.3 | — | 28.75 | — | — | |
| UNO+2023.10 | 40.3 | 56.4 | 32.2 | — | — | — | — | |
| CoPrompt2026.04 | 40.2 | — | 39.33 | — | 39.76 | — | — | |
| MaPLe2026.04 | 37.44 | — | 35.61 | — | 36.5 | — | — | |
| KgCoOp2026.04 | 36.21 | — | 33.55 | — | 34.83 | — | — | |
| CoCoOp2026.04 | 33.41 | — | 23.71 | — | 27.74 | — | — | |
| ORCA2023.10 | 31.6 | 32 | 31.4 | — | — | — | — | |
| RankStats+2023.10 | 26.9 | 36.4 | 22.2 | — | — | — | — | |
| k-means2023.10 | 12.9 | 12.9 | 12.8 | — | — | — | — | |
| DynaPrompt (Paper)Backbone=CLIP-ViT/B16, Framework=DynaPrompt, Hard Prompt=a photo of a2026.04 | — | — | — | 24.33 | — | — | — | |
| DynaPrompt (Replication)Backbone=CLIP-ViT/B16, Framework=DynaPrompt, Hard Prompt=a photo of a2026.04 | — | — | — | 22.68 | — | 18.67 | 73 | |
| DynaPrompt+C-TPTBackbone=CLIP-ViT/B16, Framework=DynaPrompt, Hard Prompt=a photo of a2026.04 | — | — | — | 23.34 | — | 10.21 | 63 | |
| DynaPrompt+FPPBackbone=CLIP-ViT/B16, Framework=DynaPrompt, Hard Prompt=a photo of a2026.04 | — | — | — | 24.96 | — | 5.28 | 56 | |
| DynaPrompt+O-TPTBackbone=CLIP-ViT/B16, Framework=DynaPrompt, Hard Prompt=a photo of a2026.04 | — | — | — | 22.41 | — | 9.6 | 61 | |
| FADRM+Student=ResNet18, IPC=12026.03 | — | — | — | 55 | — | — | — | |
| FADRM+Student=ResNet18, IPC=32026.03 | — | — | — | 72.9 | — | — | — | |
| FADRM+Student=ResNet18, IPC=52026.03 | — | — | — | 74 | — | — | — | |
| FADRM+Student=ResNet50, IPC=12026.03 | — | — | — | 70.8 | — | — | — | |
| FADRM+Student=ResNet50, IPC=32026.03 | — | — | — | 76.1 | — | — | — | |
| FADRM+Student=ResNet50, IPC=52026.03 | — | — | — | 78.6 | — | — | — | |
| FADRM+_FD2Student=ResNet18, IPC=12026.03 | — | — | — | 60.5 | — | — | — | |
| FADRM+_FD2Student=ResNet18, IPC=32026.03 | — | — | — | 75.1 | — | — | — | |
| FADRM+_FD2Student=ResNet18, IPC=52026.03 | — | — | — | 77.6 | — | — | — | |
| FADRM+_FD2Student=ResNet50, IPC=12026.03 | — | — | — | 73.8 | — | — | — | |
| FADRM+_FD2Student=ResNet50, IPC=32026.03 | — | — | — | 78.9 | — | — | — | |
| FADRM+_FD2Student=ResNet50, IPC=52026.03 | — | — | — | 81 | — | — | — | |
| RDEDStudent=ResNet18, IPC=12026.03 | — | — | — | 22.1 | — | — | — | |
| RDEDStudent=ResNet18, IPC=32026.03 | — | — | — | 36.4 | — | — | — | |
| RDEDStudent=ResNet18, IPC=52026.03 | — | — | — | 38.6 | — | — | — | |
| RDEDStudent=ResNet50, IPC=12026.03 | — | — | — | 12.8 | — | — | — | |
| RDEDStudent=ResNet50, IPC=32026.03 | — | — | — | 34.8 | — | — | — | |
| RDEDStudent=ResNet50, IPC=52026.03 | — | — | — | 45.2 | — | — | — | |
| SRe2L++Student=ResNet18, IPC=12026.03 | — | — | — | 52.6 | — | — | — | |
| SRe2L++Student=ResNet18, IPC=32026.03 | — | — | — | 66.6 | — | — | — | |
| SRe2L++Student=ResNet18, IPC=52026.03 | — | — | — | 68.3 | — | — | — | |
| SRe2L++Student=ResNet50, IPC=12026.03 | — | — | — | 59.3 | — | — | — | |
| SRe2L++Student=ResNet50, IPC=32026.03 | — | — | — | 68 | — | — | — | |
| SRe2L++Student=ResNet50, IPC=52026.03 | — | — | — | 72.2 | — | — | — | |
| SRe2L++_FD2Student=ResNet18, IPC=12026.03 | — | — | — | 58.2 | — | — | — | |
| SRe2L++_FD2Student=ResNet18, IPC=32026.03 | — | — | — | 76.1 | — | — | — | |
| SRe2L++_FD2Student=ResNet18, IPC=52026.03 | — | — | — | 80 | — | — | — | |
| SRe2L++_FD2Student=ResNet50, IPC=12026.03 | — | — | — | 67.8 | — | — | — | |
| SRe2L++_FD2Student=ResNet50, IPC=32026.03 | — | — | — | 76.7 | — | — | — | |
| SRe2L++_FD2Student=ResNet50, IPC=52026.03 | — | — | — | 79 | — | — | — |