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Benchmarks
Sparse Autoencoding on DINOv2 ImageNet-1k (patch tokens)
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0.191
MSE
iSAE-ME
0.18916
0.20158
0.214
0.22642
May 29, 2026
MSE
RS
SAE IoU
SAE L2
Oracle IoU
Oracle L2
DCS Score
Updated 2d ago
Evaluation Results
Method
Method
Links
MSE
RS
SAE IoU
SAE L2
Oracle IoU
Oracle L2
DCS Score
iSAE-ME
Features=bidirectional...
2026.05
0.191
0.137
35.6
0.451
30.5
0.494
0.807
TopK
Model Variant=Standard...
2026.05
0.217
0.163
51.9
0.442
32
0.576
0.836
AbsTopK
Features=bidirectional...
2026.05
0.235
0.159
52.4
0.424
37.4
0.462
0.862
iSAE
Features=bidirectional...
2026.05
0.237
0.13
58.5
0.372
38.6
0.449
0.846
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