mlsanityData to 7 Oct 2026

Lossless Image Compression through Super-Resolution

arXiv 2004.02872 ↗First posted 6 Apr 2020eess.IV cs.CV cs.LGcited by 25

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Abstract (arXiv)

We introduce a simple and efficient lossless image compression algorithm. We store a low resolution version of an image as raw pixels, followed by several iterations of lossless super-resolution. For lossless super-resolution, we predict the probability of a high-resolution image, conditioned on the low-resolution input, and use entropy coding to compress this super-resolution operator. Super-Resolution based Compression (SReC) is able to achieve state-of-the-art compression rates with practical runtimes on large datasets. Code is available online at https://github.com/caoscott/SReC.

Key facts. Cited by 25 papers in the map (data through 7 Oct 2026). First posted on arXiv 6 Apr 2020.

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Citing papers per year: 2021: 7; 2022: 7; 2023: 2; 2024: 2; 2025: 4; 2026: 3.

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  1. 2024Zero-Shot Detection of AI-Generated Imagescited by 50
  2. 2024MISC: Ultra-low Bitrate Image Semantic Compression Driven by Large Multimodal Modelcited by 29
  3. 2021iVPF: Numerical Invertible Volume Preserving Flow for Efficient Lossless Compressioncited by 27
  4. 2021iFlow: Numerically Invertible Flows for Efficient Lossless Compression via a Uniform Codercited by 25
  5. 2022Efficient Visual Computing with Camera RAW Snapshotscited by 18
  6. 2021LC-FDNet: Learned Lossless Image Compression with Frequency Decomposition Networkcited by 12
  7. 2025Methods and Trends in Detecting AI-Generated Images: A Comprehensive Reviewcited by 12
  8. 2023Inexpensive High Fidelity Melt Pool Models in Additive Manufacturing Using Generative Deep Diffusioncited by 11
  9. 2025Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detectioncited by 11
  10. 2026Training-free Detection of Generated Videos via Spatial-Temporal Likelihoodscited by 7
  11. 2021Lossless Image Compression Using a Multi-Scale Progressive Statistical Modelcited by 5
  12. 2022Practical Learned Lossless JPEG Recompression with Multi-Level Cross-Channel Entropy Model in the DCT Domaincited by 4
13 more
  1. 2022Split Hierarchical Variational Compressioncited by 4
  2. 2021Joint Semi-supervised 3D Super-Resolution and Segmentation with Mixed Adversarial Gaussian Domain Adaptationcited by 2
  3. 2021L3C-Stereo: Lossless Compression for Stereo Imagescited by 2
  4. 2021PixelPyramids: Exact Inference Models from Lossless Image Pyramidscited by 1
  5. 2022End-to-end lossless compression of high precision depth maps guided by pseudo-residualcited by 1
  6. 2022Leveraging progressive model and overfitting for efficient learned image compressioncited by 1
  7. 2022FREDSR: Fourier Residual Efficient Diffusive GAN for Single Image Super Resolutioncited by 1
  8. 2023Learned Lossless Compression for JPEG via Frequency-Domain Predictioncited by 1
  9. 2025SEEC: Segmentation-Assisted Multi-Entropy Models for Learned Lossless Image Compressioncited by 1
  10. 2022GOLLIC: Learning Global Context beyond Patches for Lossless High-Resolution Image Compressioncited by 0
  11. 2025Challenges and Solutions in Selecting Optimal Lossless Data Compression Algorithmscited by 0
  12. 2026GIC-DLC: Differentiable Logic Circuits for Hardware-Friendly Grayscale Image Compressioncited by 0
  13. 2026RAWIC: Bit-Depth Adaptive Lossless Raw Image Compressioncited by 0