انگلیسی 1404
Mastering New Age Computer Vision
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شابک:
9789365898408
ناشر:
BPB Publications
صفحات:
426
وزن:
995 g
ابعاد:
19٫1 x 23٫5 x 24٫3 cm
جلد کتاب:
شومیز
Thema:
- Computer vision
This book explores cutting-edge computer vision techniques, starting with zero-shot and few-shot learning, DETR, and DINO for object detection. It covers advanced segmentation models like Segment Anything and Vision Transformers, along with YOLO and CLIP. Using PyTorch, readers will learn image regression, multi-task learning, multi-instance learning, and deep metric learning. Hands-on coding examples, dataset preparation, and optimization techniques help apply these methods in real-world scenarios. Each chapter tackles key challenges, introduces architectural innovations, and improves performance in object detection, segmentation, and vision-language tasks.
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