mlsanityData to 7 Oct 2026

DSIC: Deep Stereo Image Compression

arXiv 1908.03631 ↗First posted 9 Aug 2019eess.IV cs.CVcited by 20

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Abstract (arXiv)

In this paper we tackle the problem of stereo image compression, and leverage the fact that the two images have overlapping fields of view to further compress the representations. Our approach leverages state-of-the-art single-image compression autoencoders and enhances the compression with novel parametric skip functions to feed fully differentiable, disparity-warped features at all levels to the encoder/decoder of the second image. Moreover, we model the probabilistic dependence between the image codes using a conditional entropy model. Our experiments show an impressive 30 - 50% reduction in the second image bitrate at low bitrates compared to deep single-image compression, and a 10 - 20% reduction at higher bitrates.

Key facts. Cited by 20 papers in the map (data through 7 Oct 2026). First posted on arXiv 9 Aug 2019.

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Citing papers per year: 2021: 4; 2022: 2; 2023: 4; 2024: 7; 2025: 2; 2026: 1.

20 papers.

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  1. 20213D Scene Compression through Entropy Penalized Neural Representation Functionscited by 23
  2. 2022Neural Distributed Image Compression with Cross-Attention Feature Alignmentcited by 15
  3. 2023LDMIC: Learning-based Distributed Multi-view Image Codingcited by 13
  4. 2024Generative Visual Compression: A Reviewcited by 13
  5. 2021Neural Distributed Image Compression using Common Informationcited by 11
  6. 2023ECSIC: Epipolar Cross Attention for Stereo Image Compressioncited by 8
  7. 2023Implicit-explicit Integrated Representations for Multi-view Video Compressioncited by 8
  8. 2024Bidirectional Stereo Image Compression with Cross-Dimensional Entropy Modelcited by 8
  9. 2022Disparity-based Stereo Image Compression with Aligned Cross-View Priorscited by 6
  10. 2024FCNR: Fast Compressive Neural Representation of Visualization Imagescited by 6
  11. 2021Image Compression with Encoder-Decoder Matched Semantic Segmentationcited by 4
  12. 2024CAMSIC: Content-aware Masked Image Modeling Transformer for Stereo Image Compressioncited by 3
8 more
  1. 2021L3C-Stereo: Lossless Compression for Stereo Imagescited by 2
  2. 2024Low-Latency Neural Stereo Streamingcited by 2
  3. 2025Neural Stereo Video Compression with Hybrid Disparity Compensationcited by 2
  4. 2024Sparse Point Clouds Assisted Learned Image Compressioncited by 1
  5. 2023FFCA-Net: Stereo Image Compression via Fast Cascade Alignment of Side Informationcited by 0
  6. 2024One-Click Upgrade from 2D to 3D: Sandwiched RGB-D Video Compression for Stereoscopic Teleconferencingcited by 0
  7. 2025DCVC-MV: Deep Contextual Multiview Video Compression with Efficient Inter-View Predictioncited by 0
  8. 2026ENCORE: Event-Assisted Complementary Motion Refinement for Learned Video Compressioncited by 0