Awesome-AI-ISP

A list of awesome AI-ISP works.

📜 Content

• Image denoise
• Video denoise
• HDR
• Image enhancement
• Resources

Image denoise

• Architecture
  • (SID) Learning to See in the Dark. [CVPR 2018] [code]
  • (PMRID) Practical Deep Raw Image Denoising on Mobile Devices. [ECCV 2020] [code]
  • (NBNet) NBNet: Noise Basis Learning for Image Denoising with Subspace Projection. [CVPR 2021] [code]
  • (NAFNet) Simple Baselines for Image Restoration. [ECCV 2022] [code]
  • (CGNet) CascadedGaze: Efficiency in Global Context Extraction for Image Restoration. [TMLR 2024] [code]
• Noise Modeling
  • (ELD) Physics-based Noise Modeling for Extreme Low-light Photography. [TPAMI 2021] [code]
  • (SFRN) Rethinking Noise Synthesis and Modeling in Raw Denoising. [ICCV 2021] [code]
  • (PNGAN) Learning to Generate Realistic Noisy Images via Pixel-level Noise-aware Adversarial Training. [NeurIPS 2021] [code]
  • (PMN) Learnability Enhancement for Low-Light Raw Image Denoising: A Data Perspective. [TPAMI 2023] [code] [ZhiHu]
  • (LLD) Physics-Guided ISO-Dependent Sensor Noise Modeling for Extreme Low-Light Photography. [CVPR 2023]
  • (LED) Lighting Every Darkness in Two Pairs: A Calibration-Free Pipeline for RAW Denoising. [ICCV 2023] [ZhiHu] [code]
  • (PNNP) Physics-guided Noise Neural Proxy for Low-light Raw Image Denoising. [arXiv][code]
  • (LRD) Towards General Low-Light Raw Noise Synthesis and Modeling. [ICCV 2023] [code]
  • (S2R) From Synthetic to Real: A Calibration-free Pipeline for Few-shot Raw Image. [CVPR 2024]
• Dateset-related
  • Learning Raw Image Denoising with Bayer Pattern Unification and Bayer Preserving Augmentation. [CVPR 2019] [code]
  • Improving Image Restoration by Revisiting Global Information Aggregation. [ECCV 2022] [code]

Video denoise

• EDVR: Video Restoration with Enhanced Deformable Convolutional Networks. [CVPR 2019] [code]
• FastDVDnet: Towards Real-Time Deep Video Denoising Without Flow Estimation. [CVPR 2020] [code]
• (RViDeNet) Supervised Raw Video Denoising with a Benchmark Dataset on Dynamic Scenes. [CVPR 2020] [code]
• (EMVD) Efficient multi-stage video denoising with recurrent spatio-temporal fusion. [CVPR 2021] [code]
• (Improved EMVD) Improved EMVD for RAW video denoising. [paper]

HDR

• Deep high dynamic range imaging of dynamic scenes. [SIGGRAPH 2017] [code]
• Attention-guided network for ghost-free high dynamic range imaging. [CVPR 2019] [code]
• ADNet: Attention-guided Deformable Convolutional Network for High Dynamic Range Imaging. [CVPR 2021] [code]

Image Enhancement

• Low-Light image enhancement
  • Learning to Enhance Low-Light Image via Zero-Reference Deep Curve Estimation. [TPAMI 2021] [code]
  • Toward Fast, Flexible, and Robust Low-Light Image Enhancement. [CVPR 2022(Oral)] [code]
• Contrast enhancement
  • Learning Tone Curves for Local Image Enhancement. [IEEE ACCESS 2022] [code]

Resources

• NTIRE (New Trends in Image Restoration and Enhancement)
• MIPI (Mobile Intelligent Photography and Imaging)