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🎯 Topic 13: Object Detection for Autonomy

Course: Autonomous Systems — Section 2: Perception & Sensing Topic: 13 of 70 | Prev:…

Overview

🎯 Topic 13: Object Detection for Autonomy — Quick Facts

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Prev: [12-Sensor-Fusion.md](12-Sensor-Fusion.md): Next: 14-Object-Tracking.md

Topic 1

🎯 Overview

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Object Detection = image/point…

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Autonomous driving me critical:…

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Two families: Two-Stage (Faster…

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3D detection: PointPillars,…

Topic 2

📊 Object Detection Architecture

💡 ` ┌──────────────────────────────────────────────────────────────┐ │ Object Detection…

Topic 3

🐍 Complete Python Implementation

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

Topic 4

📊 Detector Comparison Table

⭐ | Model | Type | Speed (FPS) | mAP | Use Case |…

Topic 5

❓ Quiz — 5 MCQs

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A) Always faster

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B) Better accuracy — region…

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C) Simpler architecture

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D) Less memory required

Topic 6

🔗 Navigation

✨ ⬅️ Previous: 12-Sensor-Fusion.md | ➡️ Next: 14-Object-Tracking.md

Comparison

📊 Detector Comparison Table

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Faster R-CNN: Two-stage

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YOLOv8: One-stage

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SSD: One-stage

Quick Quiz

Quiz — Question 1

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Complete! 🎉

🎯 Topic 13: Object Detection for Autonomy Complete!

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