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Flower

Benchmarks

Task NameDataset NameSOTA ResultTrend
Fine-grained classificationFlower102 (test)
Accuracy97.8
27
Fine-grained classificationFlower102
Clean Accuracy69
18
Image ClassificationFlower (test)
Accuracy99.45
18
Image ClassificationFlower-102 (test)
NLL (N=510)0.54
16
Fine-grained ClassificationFlower102
Top-1 Acc98.9
13
Spectral ClusteringFlower-20M
Time Cost (s)311.94
11
ClusteringFlower-20M
Cluster Accuracy93.79
11
Multi-view ClassificationFlower (test)
Balanced Accuracy0.8633
10
Equilibrated reaction predictionFlowER 19 (original)
Step Accuracy (Top-1)89.74
8
Image ClassificationFlower
Accuracy95.84
8
Image GenerationFlower
FID11.5
7
Ensemble ClusteringFlower-20M
Time cost (s)764.09
7
Ensemble ClusteringFlower-20M
NMI (%)92.47
7
Image ClassificationFlower
Accuracy97.7
6
Image SegmentationFlower
Accuracy90.1
5
Image ClassificationFlower
Attributional Robustness (IN)80.84
5
Mask GenerationFlower
Accuracy92.7
4
Image SynthesisFlower few-sample 1000 images
FID25.66
4
Flower ClassificationFlower dataset 5 classes 4000 images
Accuracy93.52
3
Elementary step predictionFlowER 19 (original)
Top-1 Accuracy99.7
2
Image ClassificationFlower-102 (low-confidence set)
Top-1 Accuracy29.4
2
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