ImageWoof
Benchmarks
TaskDatasetSOTA resultTrendResults
ImageWoof (test)
89.3Accuracy
254
ImageWoof (val)
91.2Accuracy
177
ImageWoof 1.0 (test)
89.3Top-1 Accuracy
171
ImageWoof ImageNet-1K (test)
39.4Accuracy
36
ImageWoof (val)
54.3Accuracy
27
ImageWoof 256x256 (test)
86.4Accuracy
26
ImageWoof full-sized (test)
86.4Top-1 Accuracy
23
ImageWoof Long-tailed ImageNet Subset
17.3Accuracy
22
Imagewoof
93.28Mean Score
18
ImageWoof 128x128 (test)
67Top-1 Accuracy
16
ImageWoof 128x128
74.4Top-1 Acc
13
ImageWoof surrogate (train)
4MMD
10
ImageWoof 128x128 (val)
67Accuracy
9
ImageWoof (train)
91.9Accuracy
8
ImageWoof 10 classes (100 images per class)
81.1FID
5
Imagewoof 160 4-bit 2
35.57Accuracy (%)
4
Imagewoof 160 2
75.87Accuracy
4
ImageWoof NCFM setup (test)
55.1Accuracy
4
ImageWoof 1% fraction (test)
37.5Accuracy
2
ImageWoof 0.1% fraction (test)
31.3Accuracy
2
ImageWoof
50.18FID
2