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ResearchFormerly WizWand

Image Classification on PatchCamelyon (test)

90.31AccuracyPartial G-CNN
66.681272.815678.9585.0844Oct 19, 2021Jan 28, 2022May 10, 2022Aug 19, 2022Nov 29, 2022Mar 10, 2023Jun 20, 2023
Updated 8mo ago

Evaluation results

MethodLinks
Partial G-CNNBase Group=SE(2), Number of Elements=16, Partial Equivariance=true2021.1090.31
Regular G-CNNBase Group=SE(2), Number of Elements=8, Partial Equivariance=false2021.1089.87
Regular G-CNNBase Group=E(2), Number of Elements=16, Partial Equivariance=false2021.1089.77
Regular G-CNNBase Group=SE(2), Number of Elements=16, Partial Equivariance=false2021.1089.71
Partial G-CNNBase Group=SE(2), Number of Elements=8, Partial Equivariance=true2021.1089.07
Partial G-CNNBase Group=E(2), Number of Elements=16, Partial Equivariance=true2021.1088.13
QUILTNET%shot=1, Backbone=ViT-B/32, Pre-train=GPT/77, Evaluation Protocol=Linear probing2023.0687.62
QUILTNET%shot=10, Backbone=ViT-B/32, Pre-train=GPT/77, Evaluation Protocol=Linear probing2023.0687.55
PLIP%shot=10, Backbone=ViT-B/32, Pre-train=GPT/77, Evaluation Protocol=Linear probing2023.0687.48
QUILTNET%shot=100, Backbone=ViT-B/32, Pre-train=GPT/77, Evaluation Protocol=Linear probing2023.0687.48
PLIP%shot=100, Backbone=ViT-B/32, Pre-train=GPT/77, Evaluation Protocol=Linear probing2023.0687.34
PLIP%shot=1, Backbone=ViT-B/32, Pre-train=GPT/77, Evaluation Protocol=Linear probing2023.0687.26
QUILTNET%shot=100, Backbone=ViT-B/16, Pre-train=GPT/77, Evaluation Protocol=Linear probing2023.0686.81
QUILTNET%shot=10, Backbone=ViT-B/16, Pre-train=GPT/77, Evaluation Protocol=Linear probing2023.0686.77
QUILTNET%shot=1, Backbone=ViT-B/16, Pre-train=GPT/77, Evaluation Protocol=Linear probing2023.0684.78
QUILTNET%shot=100, Backbone=ViT-B/16, Pre-train=PMB/256, Evaluation Protocol=Linear probing2023.0684.44
QUILTNET%shot=10, Backbone=ViT-B/16, Pre-train=PMB/256, Evaluation Protocol=Linear probing2023.0684.42
BiomedCLIP%shot=100, Backbone=ViT-B/16, Pre-train=PMB/256, Evaluation Protocol=Linear probing2023.0684.23
BiomedCLIP%shot=10, Backbone=ViT-B/16, Pre-train=PMB/256, Evaluation Protocol=Linear probing2023.0684.18
BiomedCLIP%shot=1, Backbone=ViT-B/16, Pre-train=PMB/256, Evaluation Protocol=Linear probing2023.0683.63
QUILTNET%shot=1, Backbone=ViT-B/16, Pre-train=PMB/256, Evaluation Protocol=Linear probing2023.0683.48
CLIP%shot=100, Backbone=ViT-B/32, Pre-train=GPT/77, Evaluation Protocol=Linear probing2023.0682.8
CLIP%shot=10, Backbone=ViT-B/32, Pre-train=GPT/77, Evaluation Protocol=Linear probing2023.0682.67
CLIP%shot=100, Backbone=ViT-B/16, Pre-train=GPT/77, Evaluation Protocol=Linear probing2023.0682.55
CLIP%shot=10, Backbone=ViT-B/16, Pre-train=GPT/77, Evaluation Protocol=Linear probing2023.0682.2
CLIP%shot=1, Backbone=ViT-B/32, Pre-train=GPT/77, Evaluation Protocol=Linear probing2023.0680.38
CLIP%shot=1, Backbone=ViT-B/16, Pre-train=GPT/77, Evaluation Protocol=Linear probing2023.0680.28
CNNBase Group=T(2), Number of Elements=1, Partial Equivariance=false2021.1067.59