A list of awesome AI-ISP works.
- 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
- Unprocessing Images for Learned Raw Denoising. [CVPR 2019] [code]
- Learning Raw Image Denoising with Bayer Pattern Unification and Bayer Preserving Augmentation. [CVPR 2019] [code]
- CycleISP: Real Image Restoration via Improved Data Synthesis. [CVPR2020 Oral] [code]
- Improving Image Restoration by Revisiting Global Information Aggregation. [ECCV 2022] [code]
- Day-to-Night Image Synthesis for Training Nighttime Neural ISPs. [CVPR 2022] [code]
- 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]
- (Improv 5DBF ed EMVD) Improved EMVD for RAW video denoising. [paper]
- Dancing under the stars: video denoising in starlight. [CVPR 2022] [code]
- (ShiftNet)A Simple Baseline for Video Restoration with Grouped Spatial-temporal Shift. [CVPR 2023] [code]
- (BRVE)Binarized Low-light Raw Video Enhancement. [CVPR 2024] [code]
- 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]
- 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]
- Retinexformer: One-stage Retinex-based Transformer for Low-light Image Enhancement. [ICCV 2023] [code]
- HVI: A New Color Space for Low-light Image Enhancement. [CVPR 2025] [code]
- Contrast enhancement
- Learning Tone Curves for Local Image Enhancement. [IEEE ACCESS 2022] [code]
- NTIRE (New Trends in Image Restoration and Enhancement)
- MIPI (Mobile Intelligent Photography and Imaging)
- MAI (Mobile AI)