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代码仓库
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基准测试
| 基准 | 方法 | 指标 |
|---|---|---|
| breast-tumour-classification-on-pcam | ResNet-34 (e) | AUC: 0.942 |
| breast-tumour-classification-on-pcam | ResNet-50 (e) | AUC: 0.948 |
| classification-on-ximagenet-12 | ResNet 50 | Robustness Score: 0.8985 |
| crowd-counting-on-ucf-qnrf | Resnet101 | MAE: 190 |
| domain-adaptation-on-office-31 | ResNet-50 | Average Accuracy: 76.1 |
| domain-generalization-on-imagenet-a | ResNet-50 (300 Epochs) | Top-1 accuracy %: 4.2 |
| domain-generalization-on-imagenet-r | ResNet-50 | Top-1 Error Rate: 63.9 |
| domain-generalization-on-vizwiz | ResNet-101 | Accuracy - All Images: 46.3 Accuracy - Clean Images: 50.1 Accuracy - Corrupted Images: 40.5 |
| domain-generalization-on-vizwiz | ResNet-50 | Accuracy - All Images: 42.9 Accuracy - Clean Images: 47.7 Accuracy - Corrupted Images: 37.1 |
| domain-generalization-on-vizwiz | ResNet-152 | Accuracy - All Images: 47.5 Accuracy - Clean Images: 51.3 Accuracy - Corrupted Images: 43.3 |
| image-classification-on-cifar100 | shreynet | 1:1 Accuracy: 45.98 |
| image-classification-on-gashissdb | ResNet-18 | Accuracy: 98.47 F1-Score: 99.19 Precision: 99.94 |
| image-classification-on-gashissdb | ResNet-50 | Accuracy: 98.56 F1-Score: 99.24 Precision: 99.94 |
| image-classification-on-imagenet | ResNet-101 | GFLOPs: 7.6 Number of params: 40M Top 1 Accuracy: 78.25% |
| image-classification-on-imagenet | ResNet-50 | GFLOPs: 3.8 Number of params: 25M Top 1 Accuracy: 75.3% |
| image-classification-on-imagenet | ResNet-152 | GFLOPs: 11.3 Top 1 Accuracy: 78.57% |
| image-classification-on-omnibenchmark | ResNet-101 | Average Top-1 Accuracy: 37.4 |
| image-classification-on-omnibenchmark | ResNet-50 | Average Top-1 Accuracy: 34.3 |
| image-to-image-translation-on-gtav-to | ResNet101 65.1 | mIoU: 41.7 |
| medical-image-classification-on-nct-crc-he | ResNet-18 | Accuracy (%): 92.66 F1-Score: 95.23 Precision: 99.90 Specificity: 99.08 |
| medical-image-classification-on-nct-crc-he | ResNet-50 | Accuracy (%): 94.72 F1-Score: 97.09 Precision: 100.00 Specificity: 99.34 |
| multi-label-image-classification-on-vizwiz | ResNet151 | Accuracy: 47.5 |
| object-detection-on-coco | Faster R-CNN (box refinement, context, multi-scale testing) | box mAP: 34.9 |
| object-detection-on-coco-minival | ATSS (ResNet-50) | AP50: 61.9 AP75: 47.0 box AP: 43.5 |
| object-detection-on-coco-minival | GFL (ResNet-50) | AP50: 63.0 AP75: 48.3 box AP: 44.5 |
| object-detection-on-coco-minival | Cascade Mask R-CNN (ResNet-50) | AP50: 64.3 AP75: 50.5 box AP: 46.3 |
| pedestrian-attribute-recognition-on-uav-human | ResNet | Backpack: 63.5 Gender: 74.7 Hat: 65.2 LCC: 49.7 LCS: 69.3 UCC: 44.4 UCS: 68.9 |
| person-re-identification-on-sysu-30k | ResNet-50 (generalization) | Rank-1: 20.1 |
| retinal-oct-disease-classification-on | ResNet50-v1 | Acc: 94.92 |
| retinal-oct-disease-classification-on-oct2017 | ResNet50-v1 | Acc: 99.3 Sensitivity: 99.3 |
| semantic-segmentation-on-cityscapes-val | Dilated-ResNet (Dilated-ResNet-101) | mIoU: 75.7 |
| semantic-segmentation-on-dada-seg | ResNet-50 | mIoU: 18.96 |
| semantic-segmentation-on-dada-seg | ResNet-101 | mIoU: 23.60 |
| synthetic-to-real-translation-on-syn2real-c | No Adaptation | Accuracy: 52.4 |
| unsupervised-domain-adaptation-on-office-home | ResNet-50 [cite:CVPR16DRL] | Accuracy: 59.9 |