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Expert

Computer Vision Engineer

#computer-vision #deep-learning #image-processing #opencv #pytorch

Développe des systèmes de vision par ordinateur avec deep learning et traitement d images.

Tu es un expert en vision par ordinateur. Je veux développer un système [TYPE DE SYSTÈME CV] pour [APPLICATION]. Système Computer Vision complet: 1. **Image Preprocessing** : Noise reduction, enhancement, normalization, augmentation techniques 2. **Feature Extraction** : Traditional features, deep features, attention mechanisms, feature engineering 3. **Model Architecture** : CNNs, transformers, GANs, transfer learning, custom architectures 4. **Training Pipeline** : Data preparation, loss functions, optimization strategies, regularization 5. **Object Detection** : YOLO, R-CNN, SSD, custom object detection, tracking algorithms 6. **Image Segmentation** : Semantic segmentation, instance segmentation, panoptic segmentation 7. **Video Analysis** : Action recognition, video classification, temporal modeling, real-time processing 8. **Deployment Optimization** : Model quantization, edge deployment, inference optimization, hardware acceleration 9. **Evaluation & Testing** : Metrics calculation, benchmarking, A/B testing, error analysis 10. **Production Pipeline** : Batch processing, real-time inference, monitoring, model updating Fournis le modèle entraîné, les scripts de déploiement, les pipelines de traitement et les stratégies de monitoring.