ML Research Wiki / Benchmarks / Multi-Object Tracking / MOT20

MOT20

Multi-Object Tracking Benchmark

Performance Over Time

📊 Showing 22 results | 📏 Metric: HOTA

Top Performing Models

Rank Model Paper HOTA Date Code
1 BoostTrack++ BoostTrack++: using tracklet information to detect more objects in multiple object tracking 82.00 2024-08-23 📦 mikel-brostrom/boxmot 📦 vukasin-stanojevic/BoostTrack
2 Deep OC-SORT 📚 Deep OC-SORT: Multi-Pedestrian Tracking by Adaptive Re-Identification 79.20 2023-02-23 📦 mikel-brostrom/boxmot 📦 noahcao/OC_SORT 📦 gerardmaggiolino/deep-oc-sort
3 SMILEtrack 📚 SMILEtrack: SiMIlarity LEarning for Occlusion-Aware Multiple Object Tracking 77.50 2022-11-16 📦 WWangYuHsiang/SMILEtrack 📦 pingyang1117/smiletrack_official
4 BoT-SORT 📚 BoT-SORT: Robust Associations Multi-Pedestrian Tracking 77.50 2022-06-29 📦 PaddlePaddle/PaddleDetection 📦 mikel-brostrom/boxmot 📦 niraharon/bot-sort
5 UCMCTrack UCMCTrack: Multi-Object Tracking with Uniform Camera Motion Compensation 77.40 2023-12-14 📦 corfyi/ucmctrack
6 SparseTrack 📚 SparseTrack: Multi-Object Tracking by Performing Scene Decomposition based on Pseudo-Depth 77.30 2023-06-08 📦 hustvl/sparsetrack 📦 Robotmurlock/Motrack
7 StrongSORT 📚 StrongSORT: Make DeepSORT Great Again 77.00 2022-02-28 📦 mikel-brostrom/boxmot 📦 open-mmlab/mmtracking 📦 dyhBUPT/StrongSORT
8 OC-SORT 📚 Observation-Centric SORT: Rethinking SORT for Robust Multi-Object Tracking 76.40 2022-03-27 📦 PaddlePaddle/PaddleDetection 📦 mikel-brostrom/boxmot 📦 open-mmlab/mmtracking
9 Fast-StrongSORT When to Extract ReID Features: A Selective Approach for Improved Multiple Object Tracking 75.40 2024-09-10 📦 emirhanbayar/fast-strongsort 📦 emirhanbayar/fast-deep-oc-sort
10 ByteTrack 📚 ByteTrack: Multi-Object Tracking by Associating Every Detection Box 75.20 2021-10-13 📦 PaddlePaddle/PaddleDetection 📦 mikel-brostrom/boxmot 📦 ifzhang/ByteTrack

All Papers (22)