Research map / Detection and segmentation / CNN features
Dynamic Attention-Controlled Cascaded Shape Regression Exploiting Training Data Augmentation and Fuzzy-Set Sample Weighting
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 DAC-CSR instead of CCL | facial landmark detection · AFLW-full | average error: 2.72% -> 2.27% | Helped |
| Use DAC-CSR instead of CCL | facial landmark detection · AFLW-frontal | average error: 2.17% -> 1.81{ }% | Helped |
| Use DAC-CSR instead of RAR | facial landmark detection · COFW | error: 6.03% -> 6.03% | No clear effect |
| Use DAC-CSR instead of RAR | facial landmark detection · COFW | failure rate: 4.14% -> 4.73% | Hurt |
| Use DAC-CSR instead of RAR | facial landmark detection · COFW | speed: 4 (GPU) -> 10 | Helped |
| Add the DAC-CSR architecture to classical CSR (ablation) | facial landmark detection · COFW | average error | Helped |
| Add 2D-synthesised profile-face augmentation (ablation) | classical CSR · COFW | average error | Helped |
| Combine DAC-CSR with 2D-synthesised profile-face augmentation (ablation) | facial landmark detection · COFW | average error | Helped |
Closest papers by meaning
- Towards Accurate Facial Landmark Detection via Cascaded Transformers (CVPR 2022 · similarity 0.88)
- Facial Landmarks Detection by Self-Iterative Regression Based Landmarks-Attention Network (AAAI 2018 · similarity 0.88)
- Self-Reinforced Cascaded Regression for Face Alignment (AAAI 2018 · similarity 0.88)
- Constrained Joint Cascade Regression Framework for Simultaneous Facial Action Unit Recognition and Facial Landmark Detection (CVPR 2016 · similarity 0.87)
- A Deep Regression Architecture With Two-Stage Re-Initialization for High Performance Facial Landmark Detection (CVPR 2017 · similarity 0.87)
- Generalizable Face Landmarking Guided by Conditional Face Warping (CVPR 2024 · similarity 0.84)
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.