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ResearchFormerly WizWand

Image Classification on Scene

84.5AccuracyViT-B/16
0.7822.51544.2565.985Mar 28, 2026
Updated 7mo ago

Evaluation results

MethodLinks
ViT-B/16PEFT=-, Params(%)=86M2026.0384.5
ViT-B/16Compression=ViT-B/16 [13], PEFT=–2026.0384.5
DGMRCompression=DGMR [67], PEFT=SSF [39]2026.0382.4
CRISPCompression=CRISP (ours), PEFT=CRISP (ours)2026.0381.8
Isomorph. Prune.Compression=Isomorph. Prune. [16], PEFT=SSF [39]2026.0381.7
CRISPCompression=CRISP (ours), PEFT=–2026.0381.3
Isomorph. Prune.Compression=Isomorph. Prune. [16], PEFT=SVFT [43]2026.0380.6
DGMRCompression=DGMR [67], PEFT=–2026.0379.8
RDHPCompression=RDHP [84], PEFT=LoRA [28]2026.0379.8
CRISPPEFT=CRISP (ours), Params(%)=21M2026.0379.6
RECASTCompression=RECAST [71], PEFT=RECAST [71]2026.0379.3
Isomorph. Prune.Compression=Isomorph. Prune. [16], PEFT=LoRA [28]2026.0378
CRISPPEFT=-, Params(%)=21M2026.0377.7
Isomorph. Prune.Compression=Isomorph. Prune. [16], PEFT=–2026.0377.6
RDHPCompression=RDHP [84], PEFT=SSF [39]2026.0377.6
RDHPCompression=RDHP [84], PEFT=SVFT [43]2026.0377.6
RECASTCompression=RECAST [71], PEFT=–2026.0377.4
DGMRCompression=DGMR [67], PEFT=SVFT [43]2026.0377.4
DGMRCompression=DGMR [67], PEFT=LoRA [28]2026.0377.2
BALFCompression=BALF [21], PEFT=–2026.0376.3
RDHPCompression=RDHP [84], PEFT=–2026.0374.7
WeCoLoRACompression=WeCoLoRA [23], PEFT=SSF [39]2026.0373.3
WeCoLoRACompression=WeCoLoRA [23], PEFT=SVFT [43]2026.0372.4
RECASTPEFT=RECAST, Params(%)=21M2026.0371
SVDCompression=SVD, PEFT=Eigenvalues2026.0368.1
RECASTPEFT=-, Params(%)=21M2026.0367.2
SVDCompression=SVD, PEFT=–2026.0365.6
WeCoLoRACompression=WeCoLoRA [23], PEFT=–2026.0363.9
SVDPEFT=Eigenvalues, Params(%)=21M2026.0362.1
SVDPEFT=-, Params(%)=21M2026.0333.2
WeCoLoRACompression=WeCoLoRA [23], PEFT=WeCoLoRA [23]2026.034