TraVEL: Trajectory-Guided Video Embedding Learning for Driving-Video Retrieval
Efficiently retrieving relevant clips from large-scale driving logs is essential for data curation, model development, and safety analysis. Structured and rule-based retrieval systems can explicitly target driving events, but typically require expert-defined rules, auxiliary data, and multi-stage perception pipelines. Multimodal embedding models offer a simpler and more efficient alternative by representing each video with a single searchable vector. However, general-purpose models often rely on shortcuts from static scene context and struggle to distinguish motion-centric events, such as turn
Lineage graph
Paper → model → repo connections mined from source citations (Tier-1 exact match).
Why these links exist
Every edge carries a method, confidence, and the source snippet that justified it — so bad links are debuggable.
- PossiblePossibly related (embedding) · 50%Showcase: geolocating a dashcam video without GPS, only from the footage [P] →
- FuzzyOverlapping authors or contributors · 62%mudler/LocalAI →
“Shared author/contributor keys: guo”
- FuzzySimilar title/name (fuzzy) · 59%aymericdamien/TopDeepLearning →
“Fuzzy title match (0.73): “TraVEL: Trajectory-Guided Video Embedding Learning for Drivi” ≈ “aymericdamien/TopDeepLearning””
- FuzzySimilar title/name (fuzzy) · 59%Developer-Y/cs-video-courses →
“Fuzzy title match (0.73): “TraVEL: Trajectory-Guided Video Embedding Learning for Drivi” ≈ “Developer-Y/cs-video-courses””
- LinkedLinked via arxiv author · 85%Yi-Chung Chen →
“TraVEL: Trajectory-Guided Video Embedding Learning for Driving-Video Retrieval”
- LinkedLinked via arxiv author · 85%Philip Jacobson →
“TraVEL: Trajectory-Guided Video Embedding Learning for Driving-Video Retrieval”
- LinkedLinked via arxiv author · 85%Tom Lampo →
“TraVEL: Trajectory-Guided Video Embedding Learning for Driving-Video Retrieval”
- LinkedLinked via arxiv author · 85%Yiren Lu →
“TraVEL: Trajectory-Guided Video Embedding Learning for Driving-Video Retrieval”