Wide Activation for Efficient and Accurate Image Super-Resolution

Jiahui Yu, Yuchen Fan, Jianchao Yang, Ning Xu, Zhaowen Wang, Xinchao Wang, Thomas Huang

2018-08-27Super-Resolution Multi-Frame Super-Resolution Image Super-Resolution

Paper PDF Code Code Code Code(official)Code Code Code Code Code Code Code Code

Abstract

Keras-based implementation of WDSR, EDSR and SRGAN for single image super-resolution

Results

Task	Dataset	Metric	Value	Model
Super-Resolution	PROBA-V	Normalized cPSNR	0.9411827883122681	WDSR-MFSR
Super-Resolution	PROBA-V	Normalized cPSNR	0.9462525077016232	3DWDSR
Image Super-Resolution	PROBA-V	Normalized cPSNR	0.9411827883122681	WDSR-MFSR
Image Super-Resolution	PROBA-V	Normalized cPSNR	0.9462525077016232	3DWDSR
3D Object Super-Resolution	PROBA-V	Normalized cPSNR	0.9411827883122681	WDSR-MFSR
3D Object Super-Resolution	PROBA-V	Normalized cPSNR	0.9462525077016232	3DWDSR
16k	PROBA-V	Normalized cPSNR	0.9411827883122681	WDSR-MFSR
16k	PROBA-V	Normalized cPSNR	0.9462525077016232	3DWDSR

Related Papers

SpectraLift: Physics-Guided Spectral-Inversion Network for Self-Supervised Hyperspectral Image Super-Resolution2025-07-17 IM-LUT: Interpolation Mixing Look-Up Tables for Image Super-Resolution2025-07-14 PanoDiff-SR: Synthesizing Dental Panoramic Radiographs using Diffusion and Super-resolution2025-07-12 HNOSeg-XS: Extremely Small Hartley Neural Operator for Efficient and Resolution-Robust 3D Image Segmentation2025-07-10 4KAgent: Agentic Any Image to 4K Super-Resolution2025-07-09 EAMamba: Efficient All-Around Vision State Space Model for Image Restoration2025-06-27 Leveraging Vision-Language Models to Select Trustworthy Super-Resolution Samples Generated by Diffusion Models2025-06-25 Unsupervised Image Super-Resolution Reconstruction Based on Real-World Degradation Patterns2025-06-20