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Implement real-time detection with YOLO. Setup: 1. Choose YOLO version (v8, v9, v10). 2. Pre-trained COCO weights. 3. Inference on images/video. 4. Bounding box detection. 5. Class confidence scores. 6. Non-max suppression. 7. Custom dataset training. 8. Export to ONNX for deployment. Use Ultralytic...
Implement computer vision solutions using deep learning for image classification, object detection, and visual analysis. Image preprocessing: 1. Data augmentation: rotation (±15°), horizontal flip, zoom (0.8-1.2x), brightness adjustment. 2. Normalization: pixel values [0,1], ImageNet normalization (...
Segment images with SAM. Usage: 1. Load SAM model (ViT-B, ViT-L, ViT-H). 2. Input image and prompts (points, boxes). 3. Automatic mask generation. 4. Multiple object segmentation. 5. Interactive refinement. 6. Binary mask output. 7. Integration with labeling tools. 8. Fine-tuning for specific domain...