Efficient Active Learning Strategies for Monocular 3D Object Detection

Keyphrases

• Selection Strategy 100%
• Active Learning Strategies 100%
• Monocular 3D Object Detection 100%
• Active Learning 66%
• Uncertainty Estimation 66%
• Estimation Method 33%
• Depth Information 33%
• Labeled Data 33%
• Performance Gain 33%
• LiDAR 33%
• Estimation Strategies 33%
• 3D Object Detection 33%
• Main Components 33%
• Monocular Image 33%
• Deep Learning Network 33%
• Data Selection 33%
• Real-time Solution 33%
• Autonomous Driving Vehicles 33%
• Data Efficiency 33%
• Saving Rate 33%
• Data Saving 33%
• Perception Network 33%
• Training Framework 33%
• Autonomous Driving Perception 33%

Computer Science

• Active Learning 100%
• 3D Object Detection 100%
• Autonomous Driving 40%
• Uncertainty Estimation 40%
• Selection Strategy 40%
• Depth Information 20%
• Performance Gain 20%
• Deep Learning 20%
• Estimation Method 20%
• Selection Process 20%
• Main Component 20%