Research map / Video / Video segmentation and tracking
Patch-VQ: 'Patching Up' the Video Quality Problem
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 |
|---|---|---|---|
| Add v-patch features to PVQ (ablation) | PVQ · LSVQ Test | SRCC: 0.814 -> 0.827 | Helped |
| Add v-patch features to PVQ (ablation) | PVQ · LSVQ Test-1080p | SRCC: 0.686 -> 0.711 | Helped |
| Use 3D features instead of 2D features alone (ablation) | PVQ · LSVQ Test | SRCC: 0.774 -> 0.805 | Helped |
| Use stv-patches rather than sv-patches alone (ablation) | PVQ · LSVQ Test | SRCC: 0.815 -> 0.824 | Helped |
| Use stv-patches rather than tv-patches alone (ablation) | PVQ · LSVQ Test | SRCC: 0.817 -> 0.824 | Helped |
| Replace the standard 2D/3D backbones with MobileNetV2 and reduce RoIPool output to 1 × 1 (ablation) | PVQ · LSVQ Test | SRCC: 0.827 -> 0.774 | Hurt |
| Add v-patch training (ablation) | PVQ trained on LSVQ · LIVE-VQC | SRCC: 0.747 -> 0.770 | Helped |
| Add v-patch training (ablation) | PVQ trained on LSVQ · KoNViD-1k | SRCC: 0.782 -> 0.791 | Helped |
Closest papers by meaning
- KVQ: Boosting Video Quality Assessment via Saliency-guided Local Perception (CVPR 2025 · similarity 0.90)
- PTM-VQA: Efficient Video Quality Assessment Leveraging Diverse PreTrained Models from the Wild (CVPR 2024 · similarity 0.89)
- Modular Blind Video Quality Assessment (CVPR 2024 · similarity 0.88)
- AIGV-Assessor: Benchmarking and Evaluating the Perceptual Quality of Text-to-Video Generation with LMM (CVPR 2025 · similarity 0.87)
- FineVQ: Fine-Grained User Generated Content Video Quality Assessment (CVPR 2025 · similarity 0.87)
- Knowledge Guided Semi-supervised Learning for Quality Assessment of User Generated Videos (AAAI 2024 · similarity 0.87)
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.