Computer Vision
28 个课时
01 Image Fundamentals — Pixels, Channels, Color Spaces
CODE QUIZ 2 OUTPUTS
✓ → 02 Convolutions from Scratch CODE QUIZ 2 OUTPUTS
✓ → 03 CNNs — LeNet to ResNet CODE QUIZ 2 OUTPUTS
✓ → 04 Image Classification CODE QUIZ 2 OUTPUTS
✓ → 05 Transfer Learning & Fine-Tuning CODE QUIZ 2 OUTPUTS
✓ → 06 Object Detection — YOLO from Scratch CODE QUIZ 2 OUTPUTS
✓ → 07 Semantic Segmentation — U-Net CODE QUIZ 2 OUTPUTS
✓ → 08 Instance Segmentation — Mask R-CNN CODE QUIZ 2 OUTPUTS
✓ → 09 Image Generation — GANs CODE QUIZ 2 OUTPUTS
✓ → 10 Image Generation — Diffusion Models CODE QUIZ 2 OUTPUTS
✓ → 11 Stable Diffusion — Architecture & Fine-Tuning CODE QUIZ 2 OUTPUTS
✓ → 12 Video Understanding — Temporal Modeling CODE QUIZ 2 OUTPUTS
✓ → 13 3D Vision — Point Clouds & NeRFs CODE QUIZ 2 OUTPUTS
✓ → 14 Vision Transformers (ViT) CODE QUIZ 2 OUTPUTS
✓ → 15 Real-Time Vision — Edge Deployment CODE QUIZ 2 OUTPUTS
✓ → 16 Build a Complete Vision Pipeline — Capstone CODE QUIZ 2 OUTPUTS
✓ → 17 Self-Supervised Vision — SimCLR, DINO, MAE CODE QUIZ 2 OUTPUTS
✓ → 18 Open-Vocabulary Vision — CLIP CODE QUIZ 2 OUTPUTS
✓ → 19 OCR & Document Understanding CODE QUIZ 2 OUTPUTS
✓ → 20 Image Retrieval & Metric Learning CODE QUIZ 2 OUTPUTS
✓ → 21 Keypoint Detection & Pose Estimation CODE QUIZ 2 OUTPUTS
✓ → 22 3D Gaussian Splatting from Scratch CODE QUIZ 2 OUTPUTS
✓ → 23 Diffusion Transformers & Rectified Flow CODE QUIZ 2 OUTPUTS
✓ → 24 SAM 3 & Open-Vocabulary Segmentation CODE QUIZ 2 OUTPUTS
✓ → 25 Vision-Language Models — The ViT-MLP-LLM Pattern CODE QUIZ 2 OUTPUTS
✓ → 26 Monocular Depth & Geometry Estimation CODE QUIZ 2 OUTPUTS
✓ → 27 Multi-Object Tracking & Video Memory CODE QUIZ 2 OUTPUTS
✓ → 28 World Models & Video Diffusion CODE QUIZ 2 OUTPUTS
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