ColinTaoZhang / DL-based-spectral-super-resolution

DL-based-spectral-super-resolution

Single Spectral Image Super-Resolution Datasets

Dataset	Description	Download Link
CAVE	Collected using VariSpec Liquid Crystal Tunable Filter and CCD camera (Apogee Alta U260). Comprises 32 spectral images of everyday objects (e.g., statues, food) captured at 10nm wavelength intervals in the range of 400-700nm, with a resolution of 512×512×31.	Link
Harvard	Captured using the Nuance FX spectral camera with tunable filters, containing 50 real-world indoor and outdoor images with 31 channels spaced 10nm apart in the range of 420-720nm. Spatial resolution is 1392×1040.	Link
ICVL	Captured using the Specim PS Kappa DX4 spectral camera, including scenes from 203 urban (residential/commercial), suburban, rural, indoor, and plant environments. Original images have 519 channels in the range of 400-1000nm and spatial resolution of 1392×1300. Commonly used data consists of 31 channels spaced approximately 10nm apart from 400-700nm.	Link
NUS	Captured using the Specim PFD-CL-65-V10E spectral camera, comprising 64 scenes. Original images cover the range of 400-1000nm, while commonly used data includes 31 channels in the range of 400-700nm.	Link
Botswana	Captured by the Hyperion sensor on the Earth Observing-1 (EO-1) satellite, with 242 spectral channels covering the range of 400-2500nm at a spectral resolution of 10nm. Spatial dimensions are 1496×256.	Link
Chikusei	Captured by the Headwall Hyperspec-VNIR-C imaging sensor in agricultural and urban areas in Chikusei, Japan. Comprises 128 spectral bands in the range of 363-1018nm. Spatial dimensions are 2517×2335 pixels, with a geometric resolution of 2.5×2.5m2 per pixel.	Link
Pavia University	Captured above the University of Pavia, Italy, with the ROSIS airborne sensor in 2003, including 610×340 pixels and 115 spectral channels.	Link
Pavia Center	Description	Link
Urban	Description	Link
Washington DC	Description	Link
Indians Pines	Description	Link
Foster	Description	Link
Hoston	Description	Link
UCMERCED	Description	Link

Fusion-based Spectral Image Super-Resolution Datasets

Dataset	Description	Download Link
QuickBird	Captured by the QuickBird satellite, includes low-resolution multispectral images and panchromatic images. Spatial resolutions for low-resolution multispectral and panchromatic images are 2.44m and 0.61m, respectively. The multispectral image has four channels: R, G, B, NIR.	Link
HypSen	Comprises 30m resolution hyperspectral images captured by the Hyperion sensor on the Earth Observing-1 satellite and 10m resolution multispectral images captured by the Sentinel-2A satellite. After noise and water absorption band removal, the low-resolution hyperspectral image has 84 spectral channels, while the high-resolution multispectral image contains 13 spectral channels.	Link
AVIRIS Cuprite	Collected by NASA's Airborne Visible/Infrared Imaging Spectrometer (AVIRIS) over the Cuprite mining district in Nevada, includes four images with dimensions 512×512×224 and a spectral range from 370nm to 2500nm.	Link

Method list and code link

Method	Scene	Base Framework	Supervision Paradigm	Publication Venue	Code Link
3D-FCNN (Mei et al., 2017)	SpaSR	CNN	Supervised	RS
SDCNN (Li et al., 2017)	SpaSR	CNN	Supervised	NC
1D2DCNN (Li et al., 2019)	SpaSR	CNN	Supervised	RS
IDN (Hu et al., 2019)	SpaSR	CNN	Supervised	RS
MW-3D-CNN (Yang et al., 2019)	SpaSR	CNN	Supervised	RS
DFMF (Xie et al., 2019)	SpaSR	CNN	Supervised	TGRS
RIFN (Hu et al., 2020)	SpaSR	CNN	Supervised	TGRS
3DASRGAN (Dou et al., 2020)	SpaSR	GAN	Supervised	RS
MCNet (Li et al., 2020c)	SpaSR	CNN	Supervised	RS	Link
SSPSR (Jiang et al., 2020)	SpaSR	CNN	Supervised	TGRS	Link
SFCSR (Wang et al., 2020a)	SpaSR	CNN	Supervised	TIE	Link
UCNN (Lu et al., 2021)	SpaSR	CNN	Supervised	RS
MMCA (Magid et al., 2021)	SpaSR	CNN	Supervised	ICCV
SGARDN (Liu et al., 2021)	SpaSR	CNN	Supervised	TGRS
Bi3DQRNN (Fu et al., 2021)	SpaSR	CNN	Supervised	JSTARS	Link
INR (Zhang et al., 2022a)	SpaSR	CNN	Supervised	TGRS
RFSR (Wang et al., 2022)	SpaSR	CNN	Supervised	TGRS
DualSR (Li et al., 2022c)	SpaSR	CNN	Supervised	TIP	Link
SRAGAN (Li et al., 2021b)	SpaSR	GAN	Supervised	TGRS
LE-GAN (Shi et al., 2022)	SpaSR	CNN	Supervised	TGRS
DSSTSR (Long et al., 2023)	SpaSR	Transformer	Supervised	TGRS
HSCNN (Xiong et al., 2017)	SpeSR	CNN	Supervised	ICCVW
GANSSR (Lore et al., 2019)	SpeSR	GAN	Supervised	CVPRW
AWAN (Li et al., 2020a)	SpeSR	CNN	Supervised	CVPRW	Link
PDFN (Zhang et al., 2020a)	SpeSR	CNN	Supervised	AAAI
SSRAN (Zheng et al., 2021c)	SpeSR	CNN	Supervised	TGRS
DAGDN (Zhu et al., 2021a)	SpeSR	DUN	Supervised	TCI	Link
SEN (Zhu et al., 2021b)	SpeSR	CNN	Unsupervised	ICCV	Link
HSACS (Li et al., 2021a)	SpeSR	CNN	Supervised	TNNLS
SSRN-IPH (Hang et al., 2021)	SpeSR	CNN	Supervised	TIP
SSN (Fu et al., 2022)	SpeSR	CNN	Supervised	TPAMI
DRCRNet (Li et al., 2022a)	SpeSR	CNN	Supervised	CVPRW	Link
PoNet (He et al., 2022)	SpeSR	DUN	Supervised	IF
MST++ (Cai et al., 2022)	SpeSR	Transformer	Supervised	CVPRW	Link
MFormer (Li et al., 2023b)	SpeSR	Transformer	Unsupervised	TGRS
HPRN (Wu et al., 2023)	SpeSR	CNN	Supervised	TNNLS	Link
CTJN (Du et al., 2023)	SpeSR	CNN&Transformer	Supervised	TGRS
SSFAN (Liu et al., 2023)	SpeSR	GAN	Supervised	JSTARS
SSJSR (Mei et al., 2020)	SSSR	CNN	Supervised	TGRS
US3RN (Ma et al., 2021)	SSSR	DUN	Supervised	TIP	Link
SSFIN (Ma et al., 2022)	SSSR	CNN	Supervised	TCI	Link
PNN (Masi et al., 2016)	PS	CNN	Supervised	RS
PanNet (Yang et al., 2017)	PS	CNN	Supervised	ICCV
MSDCNN (Yuan et al., 2018)	PS	CNN	Supervised	TGRS
PanGAN (Ma et al., 2020)	PS	GAN	Unsupervised	IF	Link
SSConv (Wang et al., 2021)	PS	CNN	Supervised	ACM MM	Link
GPPNN (Xu et al., 2021)	PS	DUN	Supervised	CVPR	Link
HyperKite (Bandara et al., 2021)	PS	CNN	Supervised	TGRS	Link
PanCSC-Net (Cao et al., 2021)	PS	DUN	Supervised	TGRS
HyperTransformer (Bandara et al., 2022)	PS	Transformer	Supervised	CVPR	Link
Proximal PanNet (Cao et al., 2022)	PS	DUN	Supervised	AAAI
panformer (Zhou et al., 2022a)	PS	Transformer	Supervised	AAAI	Link
DIIB (Gao et al., 2022)	PS	CNN	Unsupervised	CVPRW
MDCUN (Yang et al., 2022)	PS	DUN	Supervised	CVPR	Link
MutInf (Zhou et al., 2022b)	PS	CNN	Supervised	CVPR	Link
LHFnet (Zhou et al., 2022c)	PS	CNN	Supervised	ACM MM	Link
DR-NET (Xu et al., 2022)	PS	Transformer	Supervised	TGRS
PanViT (Meng et al., 2022)	PS	Transformer	Supervised	TGRS
SFINet (Zhou et al., 2022d)	PS	CNN	Supervised	ECCV	Link
UPanGAN (Xu et al., 2023)	PS	GAN	Unsupervised	IF
iGDANet (Qu et al., 2023)	PS	DUN	Unsupervised	TCYB
uSDN (Qu et al., 2018)	MHF	CNN	Unsupervised	CVPR	Link
DBIN (Wang et al., 2019)	MHF	CNN	Supervised	ICCV
HSRG (Fu et al., 2019)	MHF	CNN	Unsupervised	CVPR
CUCaNet (Yao et al., 2020)	MHF	CNN	Unsupervised	ECCV	Link
FusionNet (Wang et al., 2020b)	MHF	CNN	Unsupervised	TIP
UAL (Zhang et al., 2020b)	MHF	CNN	Unsupervised	CVPR	Link
DBSR (Zhang et al., 2020c)	MHF	CNN	Unsupervised	TNNLS
u2-MDN (Qu et al., 2021)	MHF	CNN	Unsupervised	TGRS	Link
PZRes-Net (Zhu et al., 2020)	MHF	CNN	Supervised	TIP	Link
MHF-Net (Xie et al., 2020)	MHF	DUN	Supervised	TPAMI	Link
HyCoNet (Zheng et al., 20201b)	MHF	CNN	Unsupervised	TGRS	Link
NonRegSRNet (Zheng et al., 2021c)	MHF	CNN	Unsupervised	TGRS	Link
MoG-DCN (Dong et al., 2021)	MHF	DUN	Supervised	TIP	Link
DEIL (Fu et al., 2022b)	MHF	CNN	Unsupervised	TPAMI
S2DMDN (Dong et al., 2022a)	MHF	DUN	Supervised	TGRS
UDALN (Li et al., 2022b)	MHF	CNN	Unsupervised	GRSL	Link
Fusformer (Hu et al., 2022a)	MHF	Transformer	Supervised	TGRS	Link
GuidedNet (Ran et al., 2023)	MHF	CNN	Supervised	TCYB	Link
PSRT (Deng et al., 2023)	MHF	Transformer	Supervised	TGRS	Link
DPLN (Zhang et al., 2023)	MHF	CNN	Unsupervised	CAAI TRIT
BUSIFusion (Dong et al., 2023)	MHF	DUN	Unsupervised	TCI

How to Use

Provide additional information and instructions on how to download and use the dataset here.