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Image Super Resolution On Set14 4X Upscaling

Metrics

PSNR
SSIM

Results

Performance results of various models on this benchmark

Model Name
PSNR
SSIM
Paper TitleRepository
ATD29.240.7974Transcending the Limit of Local Window: Advanced Super-Resolution Transformer with Adaptive Token Dictionary
Manifold Simplification28.800.7856Beyond Deep Residual Learning for Image Restoration: Persistent Homology-Guided Manifold Simplification
BSRN28.560.7803Lightweight and Efficient Image Super-Resolution with Block State-based Recursive Network
HBPN28.670.785Hierarchical Back Projection Network for Image Super-Resolution
Extracter-rec28.090.782EXTRACTER: Efficient Texture Matching with Attention and Gradient Enhancing for Large Scale Image Super Resolution
HMA†29.510.8019HMANet: Hybrid Multi-Axis Aggregation Network for Image Super-Resolution
ENet-E28.420.7774EnhanceNet: Single Image Super-Resolution Through Automated Texture Synthesis
SPSR26.640.7930Structure-Preserving Super Resolution with Gradient Guidance
MaIR29.20.7958MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration-
ProSR28.94-A Fully Progressive Approach to Single-Image Super-Resolution
CRAFT28.850.7872Exploring Frequency-Inspired Optimization in Transformer for Efficient Single Image Super-Resolution
SESR28.320.784SESR: Single Image Super Resolution with Recursive Squeeze and Excitation Networks
AESOP27.4210.7438Auto-Encoded Supervision for Perceptual Image Super-Resolution
GMFN28.840.7888Gated Multiple Feedback Network for Image Super-Resolution
CPAT29.340.7991Channel-Partitioned Windowed Attention And Frequency Learning for Single Image Super-Resolution-
bicubic-0.7486Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network
SPMC27.570.76Detail-revealing Deep Video Super-resolution
4PP-EUSR27.62220.7419Deep Learning-based Image Super-Resolution Considering Quantitative and Perceptual Quality
Edge-informed SR25.190.894Edge-Informed Single Image Super-Resolution
S-RFN-0.7946Progressive Perception-Oriented Network for Single Image Super-Resolution
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