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Sparse Autoencoder Evaluation on DINOv2 S activations
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94.2
Variance Explained
DB-KSVD
74.128
79.339
84.55
89.761
May 24, 2025
Variance Explained
Sparse Probing Accuracy
Autointerpretability Score
Updated 1mo ago
Evaluation Results
Method
Method
Links
Variance Explained
Sparse Probing Accuracy
Autointerpretability Score
DB-KSVD
k=64, k_sp=1
2025.05
94.2
86.1
80.3
DB-KSVD
k=32, k_sp=1
2025.05
87.5
85.1
81.7
SAE
k=64, k_sp=1
2025.05
86.6
92.4
69.4
SAE
k=32, k_sp=1
2025.05
81.2
91.5
72.3
DB-KSVD
k=16, k_sp=1
2025.05
80.1
83.3
79.6
SAE
k=16, k_sp=1
2025.05
74.9
90.7
78.1
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