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ResearchFormerly WizWand

Chest X-ray Classification on Pneumonia (test)

0.955AccuracyGLCM-MAE
0.3050.473750.64250.81125Aug 31, 2024Oct 23, 2024Dec 15, 2024Feb 6, 2025Mar 31, 2025May 23, 2025Jul 15, 2025
Updated 8mo ago

Evaluation results

MethodLinks
GLCM-MAE2025.070.9550.96496.4
OmniMAE2025.070.950.95396.8
MAE2025.070.9490.94192.2
MaPLe2025.070.8940.95189.5
PPAD2025.070.8940.96791.8
MLP on ϕParam.=1.2 × 10^6, Time (↓)=452025.020.891—88
ViTEvaluation Protocol=Fine-tuned individually2025.030.8770.95—
LoRAEvaluation Protocol=Fine-tuned individually2025.030.8740.972—
SVD-LoRAEvaluation Protocol=Fine-tuned individually2025.030.8720.967—
ViPBackbone=Mean across 3 backbones (ViT-B/16, ViT-L/14, ResNet-50), Evaluation Protocol=zero-shot2024.080.8669—84.94
SupervisedBackbone=Mean across 3 backbones (ViT-B/16, ViT-L/14, ResNet-50)2024.080.866—85.3
MaPLeBackbone=Mean across 3 backbones (ViT-B/16, ViT-L/14, ResNet-50)2024.080.8553—83.93
CoOp2025.070.8460.94688.6
Med-LEGOEvaluation Protocol=Single merged model2025.030.8450.966—
EfficientNet-B0Param.=4.0 × 10^6, Time (↓)=2702025.020.8446—82
CoCoOpBackbone=Mean across 3 backbones (ViT-B/16, ViT-L/14, ResNet-50)2024.080.844—82.17
ResNet50Param.=23.5 × 10^6, Time (↓)=4502025.020.8349—80
CoOpBackbone=Mean across 3 backbones (ViT-B/16, ViT-L/14, ResNet-50)2024.080.8337—81.48
KgCoOpBackbone=Mean across 3 backbones (ViT-B/16, ViT-L/14, ResNet-50)2024.080.8303—80.1
BayesianBackbone=Mean across 3 backbones (ViT-B/16, ViT-L/14, ResNet-50)2024.080.8301—80.81
CheXzero2025.070.830.92787.5
k-NN (k = 1) on ϕParam.=0, Time (↓)=02025.020.8157—87
k-NN (k = 3) on ϕParam.=0, Time (↓)=02025.020.8093—87
SQUID2025.070.8030.87684.7
Xplainer2025.070.7820.89985
IGD2025.070.740.73480.9
MNAD2025.070.7360.77379.3
GANomaly2025.070.70.7879
VAE2025.070.640.61877.4
PEM CompositionEvaluation Protocol=Single merged model2025.030.6330.887—
MagMaxEvaluation Protocol=Single merged model2025.030.5790.514—
f-MemAE2025.070.5650.77882.6
Task ArithmeticEvaluation Protocol=Single merged model2025.030.3720.239—
ViT AveragingEvaluation Protocol=Single merged model2025.030.3540.238—
Ties-MergingEvaluation Protocol=Single merged model2025.030.330.197—