Spectral Reconstruction On Arad 1K

Metrics

MRAE

PSNR

RMSE

Results

Performance results of various models on this benchmark

				Paper Title
HSCNN+	0.3814	26.36	0.0588	HSCNN: A Hybrid-Siamese Convolutional Neural Network for Extremely Imbalanced Multi-label Text Classification
HRNet	0.3476	26.89	0.0550	Hierarchical Regression Network for Spectral Reconstruction from RGB Images
EDSR	0.3277	28.29	0.0437	Enhanced Deep Residual Networks for Single Image Super-Resolution
AWAN	0.2500	31.22	0.0367	Adaptive Weighted Guided Image Filtering for Depth Enhancement in Shape-From-Focus
HDNet	0.2048	32.13	0.0317	HDNet: High-resolution Dual-domain Learning for Spectral Compressive Imaging
HINet	0.2032	32.51	0.0303	HINet: Half Instance Normalization Network for Image Restoration
MIRNet	0.1890	33.29	0.0274	Learning Enriched Features for Real Image Restoration and Enhancement
Restormer	0.1833	33.40	0.0274	Restormer: Efficient Transformer for High-Resolution Image Restoration
MPRNet	0.1817	33.50	0.0270	Multi-Stage Progressive Image Restoration
MST-L	0.1772	33.90	0.0256	Mask-guided Spectral-wise Transformer for Efficient Hyperspectral Image Reconstruction
MST++	0.1645	34.32	0.0248	MST++: Multi-stage Spectral-wise Transformer for Efficient Spectral Reconstruction

0 of 11 row(s) selected.

Spectral Reconstruction On Arad 1K

Metrics

MRAE

PSNR

RMSE

Results

Performance results of various models on this benchmark

				Paper Title
HSCNN+	0.3814	26.36	0.0588	HSCNN: A Hybrid-Siamese Convolutional Neural Network for Extremely Imbalanced Multi-label Text Classification
HRNet	0.3476	26.89	0.0550	Hierarchical Regression Network for Spectral Reconstruction from RGB Images
EDSR	0.3277	28.29	0.0437	Enhanced Deep Residual Networks for Single Image Super-Resolution
AWAN	0.2500	31.22	0.0367	Adaptive Weighted Guided Image Filtering for Depth Enhancement in Shape-From-Focus
HDNet	0.2048	32.13	0.0317	HDNet: High-resolution Dual-domain Learning for Spectral Compressive Imaging
HINet	0.2032	32.51	0.0303	HINet: Half Instance Normalization Network for Image Restoration
MIRNet	0.1890	33.29	0.0274	Learning Enriched Features for Real Image Restoration and Enhancement
Restormer	0.1833	33.40	0.0274	Restormer: Efficient Transformer for High-Resolution Image Restoration
MPRNet	0.1817	33.50	0.0270	Multi-Stage Progressive Image Restoration
MST-L	0.1772	33.90	0.0256	Mask-guided Spectral-wise Transformer for Efficient Hyperspectral Image Reconstruction
MST++	0.1645	34.32	0.0248	MST++: Multi-stage Spectral-wise Transformer for Efficient Spectral Reconstruction

0 of 11 row(s) selected.

Spectral Reconstruction On Arad 1K | SOTA | HyperAI