Linear Classification

Benchmarks

Dataset Name	SOTA Method	Metric
CIFAR-10 (test)	BYOL w/ DSSL	Top-1 Accuracy94.7	116	2mo ago
ImageNet 1K 1.0 (val)	LEWEL_B	Top-1 Accuracy73.8	48	4mo ago
COVIDx (test)	SISTA	Accuracy93	39	4mo ago
RSNA (test)	MGCA	AUC90.8	39	4mo ago
CheXpert (test)	MLIP	AUC0.9	39	4mo ago
ImageNet 1k (val)	SDMP+	Top-1 Accuracy73.5	37	4mo ago
ImageNet official (val)	Supervised ResNet50 v2	Accuracy76	19	4mo ago
Places205 official (val)	Supervised ResNet50 v2	Accuracy61.6	14	4mo ago
MAG (random)	DeepWalk	Accuracy34.2	12	1mo ago
arXiv (random)	DeepWalk	Accuracy68.1	12	1mo ago
MNIST (random)	CNE	Accuracy97.1	12	1mo ago
Computer (random)	graph NE	Accuracy89.7	12	1mo ago
Photo (random)	graph NEτ	Accuracy93.4	12	1mo ago
PubMed (random)	CNE	Accuracy83.6	12	1mo ago
Citeseer (random)	Laplacian E.	Accuracy73.6	12	1mo ago
CheXpert v1.0 (test)	MGCA	AUC (1%)88.8	12	4mo ago
COVIDx 100% (train)	G2D	Accuracy93.4	9	4mo ago
COVIDx 10% (train)	G2D	Accuracy88.2	9	4mo ago
COVIDx 1% (train)	G2D	Accuracy76.6	9	4mo ago
RSNA 100% (train)	G2D	AUC93.6	9	4mo ago
RSNA 10% (train)	G2D	AUC0.929	9	4mo ago
RSNA 1% (train)	G2D	AUC92.2	9	4mo ago
CheXpert 100% (train)	G2D	AUC91.1	9	4mo ago
CheXpert (10% train)	G2D	AUC90.4	9	4mo ago
CheXpert 1% (train)	G2D	AUC89.7	9	4mo ago

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