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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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Image Super Resolution On Set14 4X Upscaling | SOTA | HyperAI