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ResearchFormerly WizWand

Textual Explanation Generation on ImageNet 1K

0.3184CLIP ScoreText-To-Concept
0.2205360.2459430.271350.296757Dec 8, 2025
Updated 8mo ago

Evaluation results

MethodLinks
Text-To-ConceptModel=DINO ViT-S/82025.120.31840.72150.61240.6363
Text-To-ConceptModel=DINO ResNet-502025.120.31780.72270.61390.6442
Text-To-ConceptModel=ResNet-502025.120.31740.72390.61440.7732
Text-To-ConceptModel=ViT2025.120.31430.72750.6160.5241
Text-To-ConceptModel=ResNet-182025.120.31350.71960.60990.7321
TEXTERModel=ViT2025.120.31130.73180.62370.5157
TEXTERModel=ResNet-502025.120.31080.73020.62190.7683
TEXTERModel=DINO ResNet-502025.120.30980.7270.6210.6316
TEXTERModel=DINO ViT-S/82025.120.30980.73070.62110.614
RandomModel=DINO ViT-S/82025.120.30810.7290.61850.611
RandomModel=ViT2025.120.3080.73060.62190.5113
RandomModel=ResNet-502025.120.30790.73060.62310.764
TEXTERModel=ResNet-182025.120.30770.72780.61910.7255
RandomModel=DINO ResNet-502025.120.30660.7330.6230.6284
RandomModel=ResNet-182025.120.30430.72980.6180.7221
TEXTERModel=DINO ResNet-502025.120.2430.75060.68820.5432
TEXTERModel=ResNet-502025.120.23760.75960.7020.6961
TEXTERModel=DINO ViT-S/82025.120.23370.75410.68920.4275
TEXTERModel=ResNet-182025.120.23330.75840.70360.6539
Text-To-ConceptModel=DINO ResNet-502025.120.23280.75320.69070.5349
RandomModel=DINO ResNet-502025.120.23210.75790.69440.5256
TEXTERModel=ViT2025.120.23150.76930.68460.2668
Text-To-ConceptModel=ResNet-502025.120.23090.76180.70260.6856
RandomModel=ResNet-502025.120.23060.76510.70370.6814
RandomModel=ResNet-182025.120.22950.7590.70650.644
Text-To-ConceptModel=ResNet-182025.120.22750.75940.70540.6517
RandomModel=ViT2025.120.22620.77360.68970.2597
RandomModel=DINO ViT-S/82025.120.2260.75760.69150.4194
Text-To-ConceptModel=ViT2025.120.22560.77460.68910.2644
Text-To-ConceptModel=DINO ViT-S/82025.120.22430.75430.68980.4246