The Design, Implementation, and Deployment of a System to Transparently Compress Hundreds of Petabytes of Image Files for a File-Storage Service
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Abstract (arXiv)
We report the design, implementation, and deployment of Lepton, a fault-tolerant system that losslessly compresses JPEG images to 77% of their original size on average. Lepton replaces the lowest layer of baseline JPEG compression-a Huffman code-with a parallelized arithmetic code, so that the exact bytes of the original JPEG file can be recovered quickly. Lepton matches the compression efficiency of the best prior work, while decoding more than nine times faster and in a streaming manner. Lepton has been released as open-source software and has been deployed for a year on the Dropbox file-storage backend. As of February 2017, it had compressed more than 203 PiB of user JPEG files, saving more than 46 PiB.
Key facts. Cited by 6 papers in the map (data through 7 Oct 2026). First posted on arXiv 26 Mar 2017.
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Citing papers per year: 2022: 3; 2023: 2; 2024: 0; 2025: 0; 2026: 1.
6 papers.
- 2022Practical Learned Lossless JPEG Recompression with Multi-Level Cross-Channel Entropy Model in the DCT Domaincited by 4
- 2022DeepSketch: A New Machine Learning-Based Reference Search Technique for Post-Deduplication Delta Compressioncited by 1
- 2023Learned Lossless Compression for JPEG via Frequency-Domain Predictioncited by 1
- 2022Learned Lossless JPEG Transcoding via Joint Lossy and Residual Compressioncited by 0
- 2023Unified learning-based lossy and lossless JPEG recompressioncited by 0
- 2026FLM: Frequency-Aware Language Models for Generative Image Compressioncited by 0
- 2026FLM: Frequency-Aware Language Models for Generative Image Compression26 Aug 2026
- 2023Unified learning-based lossy and lossless JPEG recompression5 Dec 2023
- 2023Learned Lossless Compression for JPEG via Frequency-Domain Prediction5 Mar 2023
- 2022Learned Lossless JPEG Transcoding via Joint Lossy and Residual Compression24 Aug 2022
- 2022Practical Learned Lossless JPEG Recompression with Multi-Level Cross-Channel Entropy Model in the DCT Domain30 Mar 2022
- 2022DeepSketch: A New Machine Learning-Based Reference Search Technique for Post-Deduplication Delta Compression17 Feb 2022