SUN

Benchmarks

Task Name	Dataset Name	SOTA Result
Image Classification	SUN397	Accuracy97.8	441
Image Classification	SUN397	Accuracy98.4	425
Generalized Zero-Shot Learning	SUN	H69.6	229
Image Classification	SUN397 (test)	Top-1 Accuracy95.94	136
Zero-Shot Learning	SUN	Top-1 Accuracy80.2	132
Image Classification	SUN397	Accuracy (Base)85.57	131
Image Classification	SUN	Harmonic Mean Top-1 Accuracy81.18	86
OOD detection	SUN (OOD)	AUROC95.33	81
Out-of-Distribution Detection	SUN	FPR@9515.81	71
Zero-shot Learning	SUN (unseen)	Top-1 Accuracy (%)70.9	50
Scene Recognition	SUN397	Accuracy83.4	49
Base-to-Novel Generalization	SUN397	Base Score83.92	43
Image Classification	SUN	Accuracy74.7	37
Few-shot Image Classification	SUN397	Accuracy72.5	36
Model Selection	SUN397	Weighted Kendall's Tau0.954	36
Far Out-of-Distribution Detection	SUN	FPR@953.76	32
Generalized Few-Shot Learning	Two-Level SUN distributions (test)	Harmonic Mean Acc_H48.2	32
Image-to-image retrieval	SUN397	mAP50.1	30
Scene Recognition	SUN 397 (test)	Top-1 Accuracy83.4	29
Super-Resolution	Sun80	PSNR30.15	29
Image Classification	SUN397	Accuracy70.2	26
Image Classification	SUN397	Base Accuracy82.67	25
Generalized Zero-Shot Learning Concept Prediction	SUN	MSE_U1.09	24
Few-Shot Learning	SUN	Accuracy76	24
Generalized few-shot learning	SUN	Accuracy46.7	24

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