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ResearchFormerly WizWand

Neuron Interpretation on ImageNet 1K (val)

0.7942CLIP Cosine SimilarityCLIP-Dissect
0.6936320.7197410.745850.771959Mar 26, 2026
Updated 7mo ago

Evaluation results

MethodLinks
CLIP-DissectDconcept=Broden (1.2k), Backbone=ResNet-502026.030.79420.454355.16
SIEVEDconcept=Common Words (3k), Backbone=ResNet-502026.030.79140.454786.29
CLIP-DissectDconcept=Common Words (3k), Backbone=ResNet-502026.030.78680.446257.91
SIEVED_probe=ImageNet val, D_concept=Common Words (3k), Backbone=ViT-B/16, Pre-trained=ImageNet-1K2026.030.78580.43485.24
SIEVEDconcept=Broden (1.2k), Backbone=ResNet-502026.030.78480.445285.73
WWWDconcept=Broden (1.2k), Backbone=ResNet-502026.030.77920.432749.55
SIEVED_probe=ImageNet val, D_concept=Broden (1.2k), Backbone=ViT-B/16, Pre-trained=ImageNet-1K2026.030.77420.440184.87
WWWDconcept=Common Words (3k), Backbone=ResNet-502026.030.77130.446350.23
CLIP-DissectD_probe=ImageNet val, D_concept=Broden (1.2k), Backbone=ViT-B/16, Pre-trained=ImageNet-1K2026.030.76510.451956.21
DnDDconcept=GPT-3.5 Turbo, Backbone=ResNet-502026.030.75950.437151.46
CLIP-DissectD_probe=ImageNet val, D_concept=Common Words (3k), Backbone=ViT-B/16, Pre-trained=ImageNet-1K2026.030.75380.443757.7
WWWD_probe=ImageNet val, D_concept=Common Words (3k), Backbone=ViT-B/16, Pre-trained=ImageNet-1K2026.030.75120.45251.88
DnDD_probe=ImageNet val, D_concept=GPT-3.5 Turbo, Backbone=ViT-B/16, Pre-trained=ImageNet-1K2026.030.74620.435452.47
WWWD_probe=ImageNet val, D_concept=Broden (1.2k), Backbone=ViT-B/16, Pre-trained=ImageNet-1K2026.030.74550.426149.19
MILAN(b)Backbone=ResNet-502026.030.71920.308946.1
FALCOND_probe=ImageNet val, D_concept=LAION-400m, Backbone=ViT-B/16, Pre-trained=ImageNet-1K2026.030.71050.228145.95
FALCONDconcept=LAION-400m, Backbone=ResNet-502026.030.70310.219346.32
FALCOND_concept=LAION-400m, Backbone=ResNet-18, Pre-trained=Places3652026.030.69750.220347.15