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b multi class image classify

Multi-Class Image Classification

Analytical Man / November 22, 2025

Multi-Class Image Classification Read More »

b multi label image classify

Multi-Label Image Classification

Analytical Man / November 13, 2025

Multi-Label Image Classification Read More »

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Table of Contents

🎯 Project Overview

1. Multi-Label vs Multi-Class: The Fundamental Difference
- 1.1 Why Sigmoid Instead of Softmax?
2. The PASCAL VOC Dataset and Challenge
3. Data Preparation and Preprocessing
4. Model 1: Twenty Independent Binary Classifiers
5. Model 2: Shared Feature Extractor with Multi-Output
6. Model 3: Single Multi-Output Network
7. Results and Architecture Comparison
8. Key Takeaways and Lessons Learned
💬 Feedback & Support
Acknowledgments

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Table of Contents

×

🎯 Project Overview

1. Multi-Label vs Multi-Class: The Fundamental Difference
- 1.1 Why Sigmoid Instead of Softmax?
2. The PASCAL VOC Dataset and Challenge
3. Data Preparation and Preprocessing
4. Model 1: Twenty Independent Binary Classifiers
5. Model 2: Shared Feature Extractor with Multi-Output
6. Model 3: Single Multi-Output Network
7. Results and Architecture Comparison
8. Key Takeaways and Lessons Learned
💬 Feedback & Support
Acknowledgments

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