MOTIP2: Spatial Priors for End-to-End Multi-Object Tracking

arXiv:2610.10391 · cs.CV · Submitted 2026-10-07 · Read on arXiv

cs.CV

Submitted: 2026-10-07

Updated: 2026-10-07

Terminology

• Accuracy — 19× in this paper · explained in 1 episode
• Benchmark — 19× in this paper · explained in 2 episodes
• Transformer — 18× in this paper · explained in 2 episodes
• Embeddings — 10× in this paper · explained in 2 episodes
• Ablation — 6× in this paper · explained in 1 episode
• Consistency — 3× in this paper · explained in 3 episodes
• Grounding — 3× in this paper · explained in 3 episodes
• Ablation Studies — 1× in this paper · explained in 1 episode
• Ablation study — 1× in this paper · explained in 1 episode
• Attention Mechanism — 1× in this paper · explained in 3 episodes
• Data Augmentation — 1× in this paper · explained in 7 episodes
• Decoupling — 1× in this paper · explained in 2 episodes
• Downstream Tasks — 1× in this paper · explained in 2 episodes
• Exponential Moving Average (EMA) — 1× in this paper · explained in 2 episodes
• Higher Order Tracking Accuracy — 1× in this paper
• Regularization — 1× in this paper · explained in 3 episodes
• Trace — 1× in this paper · explained in 2 episodes

Sources

• BoT-SORT: Robust Associations Multi-Pedestrian Tracking
• Extending Context Window of Large Language Models via Positional Interpolation
• YOLOX: Exceeding YOLO Series in 2021
• FastTracker: Real-Time and Accurate Visual Tracking
• MOT16: A Benchmark for Multi-Object Tracking
• CrowdHuman: A Benchmark for Detecting Human in a Crowd
• From Detection to Association: Learning Discriminative Object Embeddings for Multi-Object Tracking
• TransTrack: Multiple Object Tracking with Transformer
• MOTRv3: Release-Fetch Supervision for End-to-End Multi-Object Tracking

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