Urban

Benchmarks

Task Name	Dataset Name	SOTA Result
Image Denoising	Urban100	PSNR37.41	317
Abundance Estimation	Urban-6	RMSE4.82	63
Endmember Estimation	Urban-6	SAD3.5	63
Super-Resolution	Urban bicubic downsampling (test)	PSNR24.05	60
Text-to-Image Retrieval	Urban-1K	R@198.8	40
Image-to-Text Retrieval	Urban1k	R@195.2	36
Image-to-Text Retrieval	Urban-1K	R@198	34
Hyperspectral Unmixing	Urban	MRSA Score7.9	20
Definition Modeling	Urban	BLEU36.16	18
Hyperspectral Anomaly Detection	Urban II	AUC (PD, PF)0.9968	15
Hyperspectral Anomaly Detection	Urban I	AUC (PD, PF)99.83	15
Hyperspectral Image Super-Resolution	Urban	mPSNR30.47	15
Hyperspectral Unmixing	Urban 6 endmembers	Spectral Angle (Road)2.39	12
Hyperspectral Unmixing	Urban 4 endmembers	Spectral Angle (Road)3.04	12
Hyperspectral Unmixing	Urban 6 endmembers	Missed Endmembers1	12
Hyperspectral Unmixing	Urban 4 endmembers	Number of Missed Endmembers0	12
Image-Text Retrieval	Urban 1k long-text	T2I Recall@188.6	11
Hyperspectral Image Reconstruction	Urban subimage HYDICE	RSNR28.28	10
Hyperspectral Image Super-Resolution	Urban 16 patches	mPSNR27.784	10
Text-to-Image Retrieval	Urban1k (test)	R@192.2	10
Hyperspectral Anomaly Detection	Urban	AUCF146.86	9
Hyperspectral Unmixing	Urban	Road IoU0.664	7
Hyperspectral Unmixing	Urban (test)	Relative Error (RE)0.0134	6
Blind Super-Resolution (x4)	Urban100	PSNR24.71	6
Hyperspectral-Multispectral Fusion	URBAN scale ×8 (test)	RMSE0.0112	4

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