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March 19, 2026cs.CVcs.LGAdvanced
DriveTok: 3D Driving Scene Tokenization for Unified Multi-View Reconstruction and Understanding
AI-Generated Summary
DriveTok is a new tool that converts multi-camera driving scenes into efficient digital 'tokens' (compressed representations) that capture semantic meaning, depth, and 3D spatial information all at once. Unlike existing tokenizers designed for single images, DriveTok is specifically built for autonomous vehicles with multiple cameras, using advanced attention mechanisms to ensure consistency across different camera views. The tokens can be used for various driving-related tasks like reconstructing images, segmenting objects, predicting depth, and understanding 3D space around the vehicle.
Difficulty
Advanced
Categories
cs.CV, cs.LG
AI Tags
autonomous drivingmulti-view learningtokenization3D scene understandingvision foundation modelstransformer architecturesemantic segmentationdepth prediction