CV4Smalls
Computer Vision with Small Data: A focus on Infants, Toddlers, and the Elderly
The CV4Smalls workshop is dedicated to exploring the challenges and innovations in applying computer vision techniques to scenarios where data is limited, with a specific emphasis on infants, toddlers, and the elderly. As these domains present unique data constraints, the workshop aims to foster discussions and solutions that overcome these challenges and leverage computer vision for data-critical applications.
Topics & Applications of Interest
Topics of Interest
- Transfer Learning, Domain adaptation
- Learning with Weak or No Supervision
- Zero-Shot and Few-Shot Learning
- Active and Continual Learning
- Learning with Data Augmentation: Data-Driven Generative Models
- Learning from Synthetic Data: Physics-Based Simulation
- Multi-Task and Meta Learning
- Learning with Enforced Structured Prior Knowledge
Applications of Interest
- Infants/Toddlers/Elderly Image Segmentation, Registration, and Classification
- Infants/Toddlers/Elderly 2D or 3D Pose Estimation, and Posture Classification
- Infants/Toddlers/Elderly Facial Landmark Detection and Tracking
- Infants/Toddlers/Elderly Action Recognition
- Infants/Toddlers/Elderly Multi-View Multi-Subject Tracking
- Infants/Toddlers/Elderly 3D Body Reconstruction, Image/Motion/Video Generation
- Infants/Toddlers/Elderly Behavior Analysis in Healthcare Applications