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Rare Earth Juejin Tech Community
Rare Earth Juejin Tech Community
Nov 16, 2022 · Artificial Intelligence

Deep Learning Semantic Segmentation: FCN Source Code Analysis

This tutorial walks through the complete FCN pipeline for semantic segmentation, covering VOC dataset loading, data augmentation, collate functions, model construction, training loops, loss computation with cross‑entropy (including ignore‑index handling), and inference, while providing full PyTorch code snippets for each step.

FCNPyTorchVOC dataset
0 likes · 19 min read
Deep Learning Semantic Segmentation: FCN Source Code Analysis
Rare Earth Juejin Tech Community
Rare Earth Juejin Tech Community
Nov 9, 2022 · Artificial Intelligence

Detailed Explanation of Fully Convolutional Networks (FCN) for Semantic Segmentation

This article provides a comprehensive, beginner‑friendly overview of semantic segmentation, focusing on the pioneering Fully Convolutional Network (FCN) architecture, its variants (FCN‑32s, FCN‑16s, FCN‑8s), underlying concepts, loss computation, and practical tips for working with the VOC dataset.

AlexNetDeep LearningFCN
0 likes · 14 min read
Detailed Explanation of Fully Convolutional Networks (FCN) for Semantic Segmentation