计算机视觉有多少分支?
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CVPR收稿大概有以下方向,绝大部分在自动驾驶中都有涉及和应用。在自动驾驶实战中学,把多个方向学到融汇贯通是可行的。
- 2D object recognition
- 3D computer vision
- 3D object recognition
- Action and behavior recognition
- Adversarial learning, adversarial attack and defense methods
- Biometrics, face, gesture, body pose
- Computational photography
- Datasets and evaluation
- Efficient training and inference methods for networks
- Explainable AI, fairness, accountability, privacy, transparency and ethics in vision
- Image and video retrieval
- Image and video synthesis
- Image classification
- Low-level and physics-based vision
- Machine learning architectures and formulations
- Medical, biological and cell microscopy
- Motion and tracking
- Optimization and learning methods
- Pose estimation
- Representation learning, deep learning
- Scene analysis and understanding
- Transfer, low-shot, semi- and un- supervised learning
- Video analysis and understanding
- Vision + language, vision + other modalities
- Vision applications and systems, vision for robotics and autonomous vehicles