Image Classification on UCM (test)
98.68Overall AccuracyResNet50 with Channel Attention
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ResNet50 with Channel Attentionbackbone=ResNet50, attention=Channel Attention2026.03 | 98.68 | — | — | — | |
| InceptionV3, Thepade’s Sorted Block Truncation Coding, ExtraTreebackbone=InceptionV3, coding=Thepade’s Sorted Block Truncation Coding, classifier=ExtraTree2026.03 | 98.33 | 98.42 | 98.33 | 98.32 | |
| CNN-ViT Fusion Ensemble2026.03 | 98.1 | 98.31 | 98.1 | 98.11 | |
| Residual Network-based Features Extraction, Self-adaptive Global Best Harmony Searchbackbone=Residual Network, optimization=Self-adaptive Global Best Harmony Search2026.03 | 97.92 | — | — | — | |
| Multi-level Convolutional Pyramid Semantic Fusiontechnique=Pyramid Semantic Fusion2026.03 | 97.54 | — | — | — | |
| Full-data TrainingIPC=Full, Ratio=100%, Backbone=DenseNet1212026.01 | 97.49 | — | — | — | |
| Snapshot ensemble CNN, dropCycletechnique=Snapshot ensemble, regularization=dropCycle2026.03 | 97.38 | — | — | — | |
| Full-data TrainingIPC=Full, Ratio=100%, Backbone=RegNetX-16GF2026.01 | 97.37 | — | — | — | |
| Full-data TrainingIPC=Full, Ratio=100%, Backbone=DenseNet2012026.01 | 97.34 | — | — | — | |
| Full-data TrainingIPC=Full, Ratio=100%, Backbone=ResNet182026.01 | 95.97 | — | — | — | |
| Full-data TrainingIPC=Full, Ratio=100%, Backbone=Inception-v32026.01 | 95.65 | — | — | — | |
| Full-data TrainingIPC=Full, Ratio=100%, Backbone=ResNet1012026.01 | 95.11 | — | — | — | |
| Full-data TrainingIPC=Full, Ratio=100%, Backbone=AlexNet2026.01 | 92.17 | — | — | — | |
| Full-data TrainingIPC=Full, Ratio=100%, Backbone=VGG162026.01 | 91.42 | — | — | — | |
| DPDIPC=15, Ratio=30%, Backbone=DenseNet2012026.01 | 88.9 | — | — | — | |
| DPDIPC=15, Ratio=30%, Backbone=RegNetX-16GF2026.01 | 88.33 | — | — | — | |
| Custom Shallow CNNtype=Shallow CNN2026.03 | 88.1 | 89.9 | 88 | 89 | |
| DPDIPC=20, Ratio=40%, Backbone=DenseNet1212026.01 | 87.51 | — | — | — | |
| DPDIPC=20, Ratio=40%, Backbone=DenseNet2012026.01 | 87.26 | — | — | — | |
| DPDIPC=20, Ratio=40%, Backbone=RegNetX-16GF2026.01 | 87.14 | — | — | — | |
| DPDIPC=15, Ratio=30%, Backbone=ResNet1012026.01 | 86.44 | — | — | — | |
| DPDIPC=15, Ratio=30%, Backbone=DenseNet1212026.01 | 85.63 | — | — | — | |
| DPDIPC=20, Ratio=40%, Backbone=Inception-v32026.01 | 85.19 | — | — | — | |
| DPDIPC=15, Ratio=30%, Backbone=Inception-v32026.01 | 84.96 | — | — | — | |
| DPDIPC=10, Ratio=20%, Backbone=RegNetX-16GF2026.01 | 84 | — | — | — | |
| DPDIPC=10, Ratio=20%, Backbone=DenseNet2012026.01 | 83.9 | — | — | — | |
| DPDIPC=20, Ratio=40%, Backbone=ResNet1012026.01 | 83.54 | — | — | — | |
| DPDIPC=20, Ratio=40%, Backbone=ResNet182026.01 | 83.39 | — | — | — | |
| DPDIPC=15, Ratio=30%, Backbone=ResNet182026.01 | 82.83 | — | — | — | |
| DPDIPC=10, Ratio=20%, Backbone=ResNet1012026.01 | 82.18 | — | — | — | |
| DPDIPC=10, Ratio=20%, Backbone=DenseNet1212026.01 | 81.39 | — | — | — | |
| DPDIPC=10, Ratio=20%, Backbone=Inception-v32026.01 | 80.2 | — | — | — | |
| DPDIPC=5, Ratio=10%, Backbone=RegNetX-16GF2026.01 | 78.53 | — | — | — | |
| DPDIPC=10, Ratio=20%, Backbone=VGG162026.01 | 78.3 | — | — | — | |
| DPDIPC=10, Ratio=20%, Backbone=ResNet182026.01 | 78.3 | — | — | — | |
| DPDIPC=5, Ratio=10%, Backbone=DenseNet2012026.01 | 76.92 | — | — | — | |
| DPDIPC=20, Ratio=40%, Backbone=AlexNet2026.01 | 76.89 | — | — | — | |
| DPDIPC=20, Ratio=40%, Backbone=VGG162026.01 | 76.65 | — | — | — | |
| DPDIPC=15, Ratio=30%, Backbone=AlexNet2026.01 | 75.81 | — | — | — | |
| DPDIPC=15, Ratio=30%, Backbone=VGG162026.01 | 75.03 | — | — | — | |
| DPDIPC=5, Ratio=10%, Backbone=ResNet1012026.01 | 74.76 | — | — | — | |
| DPDIPC=5, Ratio=10%, Backbone=DenseNet1212026.01 | 72.09 | — | — | — | |
| DPDIPC=5, Ratio=10%, Backbone=Inception-v32026.01 | 71.28 | — | — | — | |
| DPDIPC=10, Ratio=20%, Backbone=AlexNet2026.01 | 70.98 | — | — | — | |
| DPDIPC=5, Ratio=10%, Backbone=ResNet182026.01 | 70.35 | — | — | — | |
| DPDIPC=3, Ratio=6%, Backbone=ResNet1012026.01 | 70.16 | — | — | — | |
| DPDIPC=3, Ratio=6%, Backbone=RegNetX-16GF2026.01 | 70.09 | — | — | — | |
| DPDIPC=3, Ratio=6%, Backbone=DenseNet2012026.01 | 66.16 | — | — | — | |
| DPDIPC=5, Ratio=10%, Backbone=VGG162026.01 | 63.69 | — | — | — | |
| DPDIPC=3, Ratio=6%, Backbone=ResNet182026.01 | 62.73 | — | — | — | |
| Stable Diffusion 2IPC=3, Ratio=6%, Backbone=RegNetX-16GF2026.01 | 61.33 | — | — | — | |
| Stable Diffusion 2IPC=3, Ratio=6%, Backbone=ResNet1012026.01 | 59.26 | — | — | — | |
| DPDIPC=5, Ratio=10%, Backbone=AlexNet2026.01 | 58.97 | — | — | — | |
| Stable Diffusion 2IPC=3, Ratio=6%, Backbone=DenseNet2012026.01 | 58.96 | — | — | — | |
| DPDIPC=3, Ratio=6%, Backbone=DenseNet1212026.01 | 57.36 | — | — | — | |
| DPDIPC=3, Ratio=6%, Backbone=Inception-v32026.01 | 57.3 | — | — | — | |
| DPDIPC=3, Ratio=6%, Backbone=VGG162026.01 | 54.06 | — | — | — | |
| Stable Diffusion 2IPC=3, Ratio=6%, Backbone=ResNet182026.01 | 52.96 | — | — | — | |
| Stable Diffusion 2IPC=3, Ratio=6%, Backbone=DenseNet1212026.01 | 52.31 | — | — | — | |
| Stable Diffusion 2IPC=3, Ratio=6%, Backbone=Inception-v32026.01 | 51.89 | — | — | — | |
| DPDIPC=3, Ratio=6%, Backbone=AlexNet2026.01 | 50.77 | — | — | — | |
| DiTIPC=3, Ratio=6%, Backbone=DenseNet2012026.01 | 50.17 | — | — | — | |
| DiTIPC=3, Ratio=6%, Backbone=RegNetX-16GF2026.01 | 49.68 | — | — | — | |
| DiTIPC=3, Ratio=6%, Backbone=AlexNet2026.01 | 48.72 | — | — | — | |
| DiTIPC=3, Ratio=6%, Backbone=ResNet1012026.01 | 47.83 | — | — | — | |
| Minimax DiffusionIPC=3, Ratio=6%, Backbone=RegNetX-16GF2026.01 | 47.39 | — | — | — | |
| Minimax DiffusionIPC=3, Ratio=6%, Backbone=AlexNet2026.01 | 44.33 | — | — | — | |
| Minimax DiffusionIPC=3, Ratio=6%, Backbone=ResNet1012026.01 | 44.09 | — | — | — | |
| DiTIPC=3, Ratio=6%, Backbone=VGG162026.01 | 43.86 | — | — | — | |
| Stable Diffusion 2IPC=3, Ratio=6%, Backbone=VGG162026.01 | 43.38 | — | — | — | |
| Minimax DiffusionIPC=3, Ratio=6%, Backbone=DenseNet2012026.01 | 42.62 | — | — | — | |
| DiTIPC=3, Ratio=6%, Backbone=ResNet182026.01 | 42.34 | — | — | — | |
| Minimax DiffusionIPC=3, Ratio=6%, Backbone=ResNet182026.01 | 41.3 | — | — | — | |
| DiTIPC=3, Ratio=6%, Backbone=DenseNet1212026.01 | 39.96 | — | — | — | |
| Txt2Img-MHNIPC=3, Ratio=6%, Backbone=RegNetX-16GF2026.01 | 39.92 | — | — | — | |
| Stable Diffusion 2IPC=3, Ratio=6%, Backbone=AlexNet2026.01 | 39.64 | — | — | — | |
| Minimax DiffusionIPC=3, Ratio=6%, Backbone=VGG162026.01 | 39.61 | — | — | — | |
| Txt2Img-MHNIPC=3, Ratio=6%, Backbone=ResNet1012026.01 | 39.16 | — | — | — | |
| Txt2Img-MHNIPC=3, Ratio=6%, Backbone=AlexNet2026.01 | 39.01 | — | — | — | |
| Txt2Img-MHNIPC=3, Ratio=6%, Backbone=VGG162026.01 | 36.97 | — | — | — | |
| DiTIPC=3, Ratio=6%, Backbone=Inception-v32026.01 | 36.54 | — | — | — | |
| Txt2Img-MHNIPC=3, Ratio=6%, Backbone=DenseNet2012026.01 | 35.45 | — | — | — | |
| Minimax DiffusionIPC=3, Ratio=6%, Backbone=DenseNet1212026.01 | 35 | — | — | — | |
| Minimax DiffusionIPC=3, Ratio=6%, Backbone=Inception-v32026.01 | 34.66 | — | — | — | |
| Txt2Img-MHNIPC=3, Ratio=6%, Backbone=ResNet182026.01 | 33.98 | — | — | — | |
| Txt2Img-MHNIPC=3, Ratio=6%, Backbone=DenseNet1212026.01 | 28.69 | — | — | — | |
| Txt2Img-MHNIPC=3, Ratio=6%, Backbone=Inception-v32026.01 | 26.9 | — | — | — |