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ResearchFormerly WizWand

Multi-task Image Classification on TA-8 (test)

94.3AccuracyFine-tuned
45.4258.1170.883.49Aug 2, 2025Aug 26, 2025Sep 19, 2025Oct 13, 2025Nov 6, 2025Nov 30, 2025Dec 24, 2025
Updated 8mo ago

Evaluation results

MethodLinks
Fine-tunedBackbone=CLIP ViT-L/142025.1294.3100
IndividualBackbone=ViT-L-142025.0893.7—
EMR-MergingBackbone=ViT-L-142025.089399.6
MTLBackbone=ViT-L-142025.0892.6—
MTLBackbone=CLIP ViT-L/142025.1292.397.9
WUDI-MergingBackbone=ViT-L-142025.0891.797.7
SAMergingBackbone=CLIP ViT-L/14, k=162025.1291.296.7
TSVMBackbone=ViT-L-142025.0890.596.3
Iso-CTSBackbone=ViT-L-142025.0890.496.4
Fine-tunedBackbone=CLIP ViT-B/322025.1290.3100
IndividualBackbone=ViT-B-322025.0889.9—
MTLBackbone=CLIP ViT-B/322025.1288.598
EMR-MergingBackbone=ViT-B-322025.0888.598.4
MTLBackbone=ViT-B-322025.0887.8—
ProDistillBackbone=CLIP ViT-L/14, k=162025.1287.292.5
WUDI-MergingBackbone=ViT-B-322025.0885.593.9
Consensus TABackbone=ViT-L-142025.0885.390.7
TIESBackbone=ViT-L-142025.088591.9
Task arithmeticBackbone=ViT-L-142025.088489.3
SAMergingBackbone=CLIP ViT-B/32, k=162025.1283.892.8
TSVMBackbone=ViT-B-322025.0883.392.4
ProDistillBackbone=CLIP ViT-B/32, k=162025.1281.189.8
Iso-CTSBackbone=ViT-B-322025.088189.7
Consensus TABackbone=ViT-B-322025.0874.882.8
TIESBackbone=ViT-B-322025.087482
Task arithmeticBackbone=ViT-B-322025.0870.478
Pre-trainedBackbone=ViT-L-142025.0865.1—
Pre-trainedBackbone=ViT-B-322025.0847.3—