Collection of recent deep learning based compression works, e.g., image/video compression. Questions and discussions are most welcome! Upcoming works will be updated on a regular basis, feel free to contact me to add... 👍
Awesome-Deep-Compression### Survey
Signal Processing 2022Deep Architectures for Image Compression: A Critical Review [Paper]TPAMI 2021Learning end-to-end lossy image compression: A benchmark [Paper]
CVPR 2023Raw Image Reconstruction with Learned Compact Metadata [Paper]CVPR 2023Multi-Realism Image Compression with a Conditional Generator [Paper]CVPR 2023AccelIR: Task-aware Image Compression for Accelerating Neural Restoration [Paper]CVPR 2023Context-Based Trit-Plane Coding for Progressive Image Compression [Paper]CVPR 2023LVQAC: Lattice Vector Quantization Coupled with Spatially Adaptive Companding for Efficient Learned Image Compression [Paper]CVPR 2023Learned Image Compression with Mixed Transformer-CNN Architectures [Paper]ICLR 2023Multi-Rate VAE: Train Once, Get the Full Rate-Distortion Curve [Paper]CVPR 2022LC-FDNet: Learned Lossless Image Compression with Frequency Decomposition Network [Paper]CVPR 2022The Devil Is in the Details: Window-Based Attention for Image Compression [Paper]CVPR 2022ELIC: Efficient Learned Image Compression With Unevenly Grouped Space-Channel Contextual Adaptive Coding [Paper]ECCV 2022Optimizing Image Compression via Joint Learning with Denoising [Paper]ECCV 2022Content Adaptive Latents and Decoder for Neural Image Compression [Paper]ACMMM 2022High-Fidelity Variable-Rate Image Compression via Invertible Activation Transformation [Paper]NIPS 2022High-fidelity generative image compression [Paper] [Code]CVPR 2022DPICT: Deep Progressive Image Compression Using Trit-Planes [Paper]CVPR 2022Neural data-dependent transform for learned image compression [Paper]NIPS 2021Lossy compression for lossless prediction [Paper] [Code]ICCV 2021Variable-Rate Deep Image Compression through Spatially-Adaptive Feature Transform [Paper]CVPR 2021Asymmetric Gained Deep Image Compression With Continuous Rate Adaptation [Paper]CVPR 2021Slimmable Compressive Autoencoders for Practical Neural Image Compression [Paper]CVPR 2021Checkerboard Context Model for Efficient Learned Image Compression [Paper] [Code]CVPR 2020Learned Image Compression With Discretized Gaussian Mixture Likelihoods and Attention Modules [Paper] [code]SPL 2020Variable rate deep image compression with modulated autoencoder [Paper]CVPR 2019Practical Full Resolution Learned Lossless Image Compression [Paper]ICCV 2019Variable Rate Deep Image Compression With a Conditional Autoencoder [Paper]NIPS 2018Joint Autoregressive and Hierarchical Priors for Learned Image Compression [Paper]ICLR 2018Variational image compression with a scale hyperprior [Paper] [Code]
CVPR 2023Hierarchical B-frame Video Compression Using Two-Layer CANF without Motion Coding [Paper]CVPR 2023Motion Information Propagation for Neural Video Compression [Paper]CVPR 2023Neural Video Compression with Diverse Contexts [Paper]CVPR 2023Video Compression with Entropy-Constrained Neural Representations [Paper]ECCV 2022CANF-VC: Conditional Augmented Normalizing Flows for Video Compression[Paper]ECCV 2022Neural video compression using gans for detail synthesis and propagation [Paper]CVPR 2022LSVC: a learning-based stereo video compression framework [Paper]CVPR 2021FVC: A new framework towards deep video compression in feature space [Paper]ECCV 2020Improving Deep Video Compression by Resolution-adaptive Flow Coding [Paper]ECCV 2020Content Adaptive and Error Propagation Aware Deep Video Compression [Paper]CVPR 2020Scale-space flow for end-to-end optimized video compression [Paper]CVPR 2020Learning for Video Compression with Hierarchical Quality and Recurrent Enhancement [Paper]CVPR 2020M-LVC: Multiple Frames Prediction for Learned Video Compression [Paper]ICCV 2019Learned video compression [Paper]ICCV 2019Video Compression With Rate-Distortion Autoencoders [Paper]ICCV 2019Non-Local ConvLSTM for Video Compression Artifact Reduction [Paper]ICCV 2019Neural Inter-Frame Compression for Video Coding [Paper]CVPR 2019Dvc: An end-to-end deep video compression framework [Paper]CVPR 2019Learning Image and Video Compression through Spatial-Temporal Energy Compaction [Paper]IJCV 2019Video Enhancement with Task-Oriented Flow [Paper]
CVPR 2023Backdoor Attacks Against Deep Image Compression via Adaptive Frequency Trigger [Paper]ArxivTowards Robust Neural Image Compression: Adversarial Attack and Model Finetuning [Paper]
CompressAI[Page/Code]
Image and Video Coding[github], last updation 2018-Aug