Research map / Image generation / Image restoration
Deep Homography for Efficient Stereo Image Compression
Check your idea against 108,967 papers
AI-extracted summary. Written by AI from the paper's title only (no summary yet). Numbers and claims can be wrong or missing context, so check the paper before you cite or build on it.
Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use HESIC+ instead of DSIC | Stereo image compression · InStereo2K | BD-PSNR (dB): 0.238 -> 1.373 | Helped |
| Use HESIC+ instead of DSIC | Stereo image compression · KITTI | BD-PSNR (dB): 0.005 -> 0.920 | Helped |
| Use the context-based entropy model instead of the GMM-based entropy model | HESIC stereo image compression · InStereo2K | BD-PSNR (dB): 1.312 -> 1.373 | Helped |
| Use the context-based entropy model instead of the GMM-based entropy model | HESIC stereo image compression · KITTI | BD-PSNR (dB): 0.883 -> 0.920 | Helped |
| Add mutual entropy connection between the left and right latent representations (ablation) | HESIC · Rate-distortion evaluation | PSNR | Helped |
| Add homography regression and spatial transformation (ablation) | HESIC · Rate-distortion evaluation | PSNR | Helped |
| Add cross quality enhancement (CQE) to the decoder (ablation) | HESIC · Rate-distortion evaluation | PSNR | Helped |
Closest papers by meaning
- CAMSIC: Content-aware Masked Image Modeling Transformer for Stereo Image Compression (AAAI 2025 · similarity 0.88)
- Adaptive Multi-Modal Cross-Entropy Loss for Stereo Matching (CVPR 2024 · similarity 0.83)
- 3D-LMVIC: Learning-based Multi-View Image Compression with 3D Gaussian Geometric Priors (ICML 2025 · similarity 0.83)
- Low-Latency Neural Stereo Streaming (CVPR 2024 · similarity 0.82)
- GLIC: General Format Learned Image Compression (AAAI 2025 · similarity 0.82)
- Adapting Dense Matching for Homography Estimation with Grid-based Acceleration (CVPR 2025 · similarity 0.82)
Writing a paper in this area? scime draft is a free LaTeX editor with AI included, real-time co-authors and a check of your references and venue rules before you submit. It also imports OpenAI Prism projects.