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ResearchFormerly WizWand

Image Classification on Galaxy10

87AccuracyVISReg
8.7429.057549.37569.6925Jun 1, 2026Jun 2, 2026Jun 4, 2026Jun 6, 2026Jun 8, 2026Jun 10, 2026Jun 12, 2026
Updated 4mo ago

Evaluation results

MethodLinks
VISRegBackbone=ViT-B/16, Evaluation Protocol=Fine-tuning2026.0687——
DINOBackbone=ViT-B/16, Evaluation Protocol=Fine-tuning2026.0686.6——
VISReg-Inet22KBackbone=ViT-L/14, Training Scale=large scale datasets, Evaluation protocol=Linear probe2026.0679.82——
DINOv2-LVD142MBackbone=ViT-L/14, Training Scale=large scale datasets, Evaluation protocol=Linear probe2026.0676.72——
VISRegBackbone=ViT-L/14, Heuristics=Excluded, Evaluation protocol=Linear probe2026.0676.32——
VISRegBackbone=ViT-B/16, Heuristics=Excluded, Evaluation protocol=Linear probe2026.0674.01——
MoCoV3Backbone=ViT-B/16, Heuristics=Included, Evaluation protocol=Linear probe2026.0673.06——
DINOBackbone=ViT-B/16, Heuristics=Included, Evaluation protocol=Linear probe2026.0672.77——
iBOTBackbone=ViT-L/16, Heuristics=Included, Evaluation protocol=Linear probe2026.0672.66——
MAEBackbone=ViT-L/16, Heuristics=Excluded, Evaluation protocol=Linear probe2026.0671.98——
iBOTBackbone=ViT-B/16, Heuristics=Included, Evaluation protocol=Linear probe2026.0671.65——
I-JEPABackbone=ViT-H/14, Heuristics=Included, Evaluation protocol=Linear probe2026.0671.31——
data2vecBackbone=ViT-L/16, Heuristics=Included, Evaluation protocol=Linear probe2026.0665.73——
VLLM + S2COPE (Ours)Labels=Not Required, Architecture=Qwen3-VL-8B, Evaluation Protocol=Concept-based linear probing2026.0664.83——
VLLM (Unoptimized)Labels=Not Required, Architecture=Qwen3-VL-8B, Evaluation Protocol=Concept-based linear probing2026.0654.09——
LaBoLabels=Required, Architecture=Qwen3-VL-8B, Evaluation Protocol=Concept-based linear probing2026.0653.55——
LF-CBMLabels=Required, Architecture=Qwen3-VL-8B, Evaluation Protocol=Concept-based linear probing2026.0653.44——
TextSpanLabels=Required, Architecture=Qwen3-VL-8B, Evaluation Protocol=Concept-based linear probing2026.0624.07——
DCLIPLabels=Required, Architecture=Qwen3-VL-8B, Evaluation Protocol=Concept-based linear probing2026.0611.75——
LeJEPABackbone=ResNet-50, Training Epochs=2002026.05—70.174.4
SPHERE-JEPABackbone=ResNet-50, Training Epochs=2002026.05—69.974.4