List your company
ResearchFormerly WizWand

Image Classification on BACH (test)

93.33Top-1 AccDINO
13.603634.30185575.6982Dec 9, 2022Jul 9, 2023Feb 7, 2024Sep 6, 2024Apr 7, 2025Nov 5, 2025Jun 6, 2026
Updated 4mo ago

Evaluation results

MethodLinks
DINOBackbone=ViT-S, Protocol=Fine-tune, Patch Size=82022.1293.33
MoCo v2Backbone=ResNet-50, Protocol=Fine-tune2022.1290.83
BTBackbone=ResNet-50, Protocol=Linear2022.1287.5
DINOBackbone=ViT-S, Protocol=Fine-tune, Patch Size=162022.1287.5
Ensemble approachTraining Data=SOTA2023.1287
SupervisedBackbone=ResNet-50, Protocol=Fine-tune2022.1286.67
SupervisedBackbone=ViT-S, Protocol=Fine-tune, Patch Size=162022.1285.83
DINOBackbone=ViT-S, Protocol=Linear, Patch Size=162022.1285.83
BTBackbone=ResNet-50, Protocol=Fine-tune2022.1285
SwAVBackbone=ResNet-50, Protocol=Linear2022.1283.33
DINOBackbone=ViT-S, Protocol=Linear, Patch Size=82022.1283.33
ResNet-50Training Data=Real + synthetic2023.1283
SwAVBackbone=ResNet-50, Protocol=Fine-tune2022.1282.5
SupervisedBackbone=ResNet-50, Protocol=Linear2022.1280.83
KEEPModel=KEEP, Adaptation Strategy=multi-VLM GMM2026.0679.17
ResNet-50Training Data=Real2023.1278
MoCo v2Backbone=ResNet-50, Protocol=Linear2022.1277.5
SupervisedBackbone=ViT-S, Protocol=Linear, Patch Size=162022.1275.83
CONCHModel=CONCH, Adaptation Strategy=multi-VLM GMM2026.0675
KEEPModel=KEEP, Adaptation Strategy=single-VLM GMM2026.0675
OSTBModel=OSTB, Adaptation Strategy=Adapted Ensemble2026.0673.33
CONCHModel=CONCH, Adaptation Strategy=single-VLM GMM2026.0672.5
MUSKModel=MUSK, Adaptation Strategy=multi-VLM GMM2026.0671.67
PathGen-CLIPModel=PathGen-CLIP, Adaptation Strategy=single-VLM GMM2026.0670.83
ResNet-50Training Data=Synthetic2023.1270
MUSKModel=MUSK, Adaptation Strategy=single-VLM GMM2026.0670
PathGen-CLIPModel=PathGen-CLIP, Adaptation Strategy=multi-VLM GMM2026.0669.17
KEEPModel=KEEP, Adaptation Strategy=Original Zero-shot2026.0668.33
UniMed-CLIPModel=UniMed-CLIP, Adaptation Strategy=multi-VLM GMM2026.0665.83
CONCHModel=CONCH, Adaptation Strategy=Original Zero-shot2026.0664.17
BiomedCLIPModel=BiomedCLIP, Adaptation Strategy=multi-VLM GMM2026.0662.5
PMC-CLIPModel=PMC-CLIP, Adaptation Strategy=multi-VLM GMM2026.0662.5
RandomBackbone=ResNet-50, Protocol=Fine-tune2022.1261.67
QuiltNet-B/16Model=QuiltNet-B/16, Adaptation Strategy=multi-VLM GMM2026.0660.83
PathGen-CLIPModel=PathGen-CLIP, Adaptation Strategy=Original Zero-shot2026.0660.83
PLIPModel=PLIP, Adaptation Strategy=multi-VLM GMM2026.0660
QuiltNet-B/32Model=QuiltNet-B/32, Adaptation Strategy=multi-VLM GMM2026.0659.17
MUSKModel=MUSK, Adaptation Strategy=Original Zero-shot2026.0659.17
RandomBackbone=ViT-S, Protocol=Fine-tune, Patch Size=162022.1257.5
UniMed-CLIPModel=UniMed-CLIP, Adaptation Strategy=single-VLM GMM2026.0654.17
CLIP-B/16Model=CLIP-B/16, Adaptation Strategy=multi-VLM GMM2026.0652.5
RandomBackbone=ResNet-50, Protocol=Linear2022.1251.67
CLIP-B/32Model=CLIP-B/32, Adaptation Strategy=multi-VLM GMM2026.0650
PMC-CLIPModel=PMC-CLIP, Adaptation Strategy=single-VLM GMM2026.0650
BiomedCLIPModel=BiomedCLIP, Adaptation Strategy=Original Zero-shot2026.0649.17
UniMed-CLIPModel=UniMed-CLIP, Adaptation Strategy=Original Zero-shot2026.0649.17
BiomedCLIPModel=BiomedCLIP, Adaptation Strategy=single-VLM GMM2026.0648.33
QuiltNet-B/16Model=QuiltNet-B/16, Adaptation Strategy=single-VLM GMM2026.0648.33
PMC-CLIPModel=PMC-CLIP, Adaptation Strategy=Original Zero-shot2026.0646.67
RandomBackbone=ViT-S, Protocol=Linear, Patch Size=162022.1245
PLIPModel=PLIP, Adaptation Strategy=single-VLM GMM2026.0642.5
CLIP-B/16Model=CLIP-B/16, Adaptation Strategy=Original Zero-shot2026.0640.83
QuiltNet-B/32Model=QuiltNet-B/32, Adaptation Strategy=single-VLM GMM2026.0640
CLIP-B/16Model=CLIP-B/16, Adaptation Strategy=single-VLM GMM2026.0637.5
QuiltNet-B/32Model=QuiltNet-B/32, Adaptation Strategy=Original Zero-shot2026.0636.67
QuiltNet-B/16Model=QuiltNet-B/16, Adaptation Strategy=Original Zero-shot2026.0635.83
PLIPModel=PLIP, Adaptation Strategy=Original Zero-shot2026.0635
CLIP-B/32Model=CLIP-B/32, Adaptation Strategy=Original Zero-shot2026.0625
CLIP-B/32Model=CLIP-B/32, Adaptation Strategy=single-VLM GMM2026.0616.67