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🎨 Topic 15: Semantic Segmentation

Course: Autonomous Systems — Section 2: Perception & Sensing Topic: 15 of 70 | Prev:…

Overview

🎨 Topic 15: Semantic Segmentation — Quick Facts

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Prev: [14-Object-Tracking.md](14-Object-Tracking.md): Next: 16-Depth-Estimation.md

Topic 1

🎯 Overview

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Semantic Segmentation = image ka…

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Instance Segmentation = same class…

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Panoptic Segmentation = semantic +…

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Key architectures: FCN, U-Net,…

Topic 2

📊 Segmentation Architecture

💡 ` ┌──────────────────────────────────────────────────────────────┐ │ Semantic…

Topic 3

🐍 Complete Python Implementation

🎯 `python import math import random from dataclasses import dataclass, field from enum…

Topic 4

📊 Architecture Comparison

⭐ | Architecture | mIoU (Cityscapes) | FPS | Params | Key Feature |…

Topic 5

❓ Quiz — 5 MCQs

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A) Same hai

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B) Per-pixel classification karta…

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C) Sirf edges detect karta hai

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D) 3D model banata hai

Topic 6

🔗 Navigation

✨ ⬅️ Previous: 14-Object-Tracking.md | ➡️ Next: 16-Depth-Estimation.md

Comparison

📊 Architecture Comparison

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FCN-8s: 62.2

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U-Net: 71.0

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DeepLabV3+: 82.1

Quick Quiz

Quiz — Question 1

🎨 Topic 15: Semantic Segmentation ka sabse sahi definition kya hai?

Complete! 🎉

🎨 Topic 15: Semantic Segmentation Complete!

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