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NWPU

Benchmarks

Task NameDataset NameSOTA ResultTrend
ClassificationNWPU (test)
OA0.9506
80
Few-Shot ClassificationNWPU
Accuracy93.25
54
Scene ClassificationNWPU 20% training ratio 45 classes (test)
Overall Accuracy95.82
45
Scene ClassificationNWPU
Top-1 Acc96.92
38
Scene ClassificationNWPU 10/90 split
Accuracy94.56
21
Crowd CountingNWPU (test)
MAE46.23
15
Crowd CountingNWPU 49
MAE71.7
13
Object DetectionNWPU
mAP5093.3
12
Object DetectionNWPU-10 (test)
Recall @ IoU=0.591.7
10
Crowd CountingNWPU
MAE46.23
9
Crowd CountingNWPU (val)
MAE70.5
8
Scene ClassificationNWPU RESISC45 (test)
Top-1 Accuracy96.17
6
Image SegmentationNWPU
mIoU84
6
Question GenerationNWPU-300 (test)
BLEU-141.87
5
Dataset DistillationNWPU
Training Time (h)13.17
5
Image CaptioningNWPU
BLEU-190.9
4
Text-to-Image RetrievalNWPU
Avg R@1/5/1037.74
4
Image-to-Text RetrievalNWPU
Avg Top-1/5/1045.12
4
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