Research map / Detection and segmentation / CNN features
DenseReg: Fully Convolutional Dense Shape Regression In-The-Wild
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 DenseReg to initialize MDM rather than use DenseReg alone | DenseReg on 300W · 300W testing dataset | AUC: 0.3605 -> 0.5219 | Helped |
| Use DenseReg to initialize MDM rather than use DenseReg alone | DenseReg on 300W · 300W testing dataset | Failure Rate (%): 10.83 -> 3.67 | Helped |
| Use DenseReg to initialize MDM rather than use DenseReg alone | DenseReg on 300VW · 300VW testing dataset | AUC: 0.4320 -> 0.5937 | Helped |
| Use DenseReg to initialize MDM rather than use DenseReg alone | DenseReg on 300VW · 300VW testing dataset | Failure Rate (%): 8.1 -> 4.57 | Helped |
| Use DenseReg to initialize MDM rather than use DenseReg alone | DenseReg on human ear landmark localization · Human ear test set | AUC: 0.4150 -> 0.4842 | Helped |
| Add quantized classification and region-specific residual regression instead of plain coordinate regression (ablation) | DenseReg · Dense shape regression | Coordinate estimation performance | Helped |
| Add the depth prediction branch (ablation) | DenseReg · Face depth estimation | Performance of other branches | No clear effect |
Closest papers by meaning
- DensePose: Dense Human Pose Estimation in the Wild (CVPR 2018 · similarity 0.91)
- Dense Human Body Correspondences Using Convolutional Networks (CVPR 2016 · similarity 0.88)
- Continuous Surface Embeddings (NeurIPS 2020 · similarity 0.88)
- Densemarks: Learning Canonical Embeddings for Human Heads Images via Point Tracks (ICLR 2026 · similarity 0.88)
- GAN-Supervised Dense Visual Alignment (CVPR 2022 · similarity 0.87)
- MeshPose: Unifying DensePose and 3D Body Mesh Reconstruction (CVPR 2024 · similarity 0.85)
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.