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Understanding how FPN allows deep learning models detecting small objects and how to implement it…
20 min read -

A review of the Cross-Stage Partial Network paper — and a from-scratch PyTorch implementation
23 min read -

When we try to train a very deep neural network model, one issue that we…
20 min read -

A PyTorch implementation on the YOLOv3 architecture from scratch
24 min read -

From YOLOv1 to YOLOv2: prior box, k-means, Darknet-19, passthrough layer, and more
24 min read -

An explanation of how YOLOv1 measures the correctness of its object detection and classification predictions
26 min read -

A detailed walkthrough of the YOLOv1 architecture and its PyTorch implementation from scratch
17 min read -

MobileNetV3 with PyTorch — now featuring SE blocks and hard activation functions
29 min read -

Understanding and implementing MobileNetV2 with PyTorch — the next generation of MobileNetV1
28 min read -

Understanding and implementing MobileNetV1 from scratch with PyTorch
26 min read