Research map / Video / Video segmentation and tracking
FVC: A New Framework Towards Deep Video Compression in Feature Space
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| use feature-space motion estimation and compensation with deformable convolution instead of pixel-space motion operations (ablation) | FVC-basic · HEVC Class D, 0.4bpp | PSNR (dB): +1.2dB | Helped |
| perform residual compression in feature space rather than pixel space (ablation) | FVC-basic · HEVC Class D, 0.38bpp | PSNR (dB): +0.3dB | Helped |
| add multi-frame feature fusion (ablation) | FVC · HEVC Class D, 0.3bpp | PSNR (dB): +0.5dB | Helped |
| add non-local attention to multi-frame feature fusion (ablation) | FVC · HEVC Class D | PSNR (dB): nearly 0.2dB | Helped |
| use deformable feature-space compensation rather than pixel-level optical-flow compensation (ablation) | FVC · HEVC Class C | predicted-frame PSNR (dB): +1.75dB at 0.017bpp | Helped |
| use deformable compensation with offset-map coding rather than optical-flow motion coding (ablation) | FVC · RaceHorses, HEVC Class C | PSNR (dB): 0.27dB gain by only using 65% bpp | Helped |
Closest papers by meaning
- FLAVC: Learned Video Compression with Feature Level Attention (CVPR 2025 · similarity 0.88)
- Neural Video Compression with Feature Modulation (CVPR 2024 · similarity 0.87)
- RivuletMLP: An MLP-based Architecture for Efficient Compressed Video Quality Enhancement (CVPR 2025 · similarity 0.86)
- Augmented Deep Contexts for Spatially Embedded Video Coding (CVPR 2025 · similarity 0.86)
- Neural B-frame Video Compression with Bi-directional Reference Harmonization (NeurIPS 2025 · similarity 0.85)
- High Dynamic Range Video Compression: A Large-Scale Benchmark Dataset and A Learned Bit-depth Scalable Compression Algorithm (CVPR 2025 · similarity 0.85)
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