TasksSotADatasetsPapersMethodsSubmitAbout
Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable BenchmarksAll SotADatasetsPapersMethods

Community

Submit ResultsAbout

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Papers/Multiple Object Tracking Challenge Technical Report for Te...

Multiple Object Tracking Challenge Technical Report for Team MT_IoT

Feng Yan, Zhiheng Li, Weixin Luo, Zequn Jie, Fan Liang, Xiaolin Wei, Lin Ma

2022-12-07Human DetectionMulti-Object TrackingObject TrackingWord Sense Disambiguation
PaperPDFCode(official)

Abstract

This is a brief technical report of our proposed method for Multiple-Object Tracking (MOT) Challenge in Complex Environments. In this paper, we treat the MOT task as a two-stage task including human detection and trajectory matching. Specifically, we designed an improved human detector and associated most of detection to guarantee the integrity of the motion trajectory. We also propose a location-wise matching matrix to obtain more accurate trace matching. Without any model merging, our method achieves 66.672 HOTA and 93.971 MOTA on the DanceTrack challenge dataset.

Results

TaskDatasetMetricValueModel
Multi-Object TrackingDanceTrackAssA52.95MT_IOT
Multi-Object TrackingDanceTrackDetA84.14MT_IOT
Multi-Object TrackingDanceTrackHOTA66.66MT_IOT
Multi-Object TrackingDanceTrackIDF170.6MT_IOT
Multi-Object TrackingDanceTrackMOTA93.97MT_IOT
Object TrackingDanceTrackAssA52.95MT_IOT
Object TrackingDanceTrackDetA84.14MT_IOT
Object TrackingDanceTrackHOTA66.66MT_IOT
Object TrackingDanceTrackIDF170.6MT_IOT
Object TrackingDanceTrackMOTA93.97MT_IOT

Related Papers

MVA 2025 Small Multi-Object Tracking for Spotting Birds Challenge: Dataset, Methods, and Results2025-07-17YOLOv8-SMOT: An Efficient and Robust Framework for Real-Time Small Object Tracking via Slice-Assisted Training and Adaptive Association2025-07-16HiM2SAM: Enhancing SAM2 with Hierarchical Motion Estimation and Memory Optimization towards Long-term Tracking2025-07-10Robustifying 3D Perception through Least-Squares Multi-Agent Graphs Object Tracking2025-07-07UMDATrack: Unified Multi-Domain Adaptive Tracking Under Adverse Weather Conditions2025-07-01Mamba-FETrack V2: Revisiting State Space Model for Frame-Event based Visual Object Tracking2025-06-30Visual and Memory Dual Adapter for Multi-Modal Object Tracking2025-06-30R1-Track: Direct Application of MLLMs to Visual Object Tracking via Reinforcement Learning2025-06-27