Mastering New Age Computer Vision : Advanced techniques in computer vision object detection, segmentation, and deep learning
Book Details
Format
Paperback / Softback
ISBN-10
9365898404
ISBN-13
9789365898408
Publisher
BPB Publications
Imprint
BPB Publications
Country of Manufacture
GB
Country of Publication
GB
Publication Date
Feb 19th, 2025
Print length
426 Pages
Weight
688 grams
Dimensions
23.30 x 19.70 x 2.40 cms
Product Classification:
Computer vision
Ksh 6,800.00
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Quality
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Master PyTorch for image processing, segmentation, and object detection. Explore advanced computer vision techniques like ViT and panoptic models. Apply multi-tasking, metric, bilinear pooling, and self-supervised learning in real-world scenarios.
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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