ML Research Wiki / Benchmarks / Multi-Object Tracking / MOT17

MOT17

Multi-Object Tracking Benchmark

Performance Over Time

📊 Showing 42 results | 📏 Metric: HOTA

Top Performing Models

Rank Model Paper HOTA Date Code
1 FeatureSORT FeatureSORT: Essential Features for Effective Tracking 81.20 2024-07-05 -
2 SMILEtrack 📚 SMILEtrack: SiMIlarity LEarning for Occlusion-Aware Multiple Object Tracking 81.06 2022-11-16 📦 WWangYuHsiang/SMILEtrack 📦 pingyang1117/smiletrack_official
3 SparseTrack SparseTrack: Multi-Object Tracking by Performing Scene Decomposition based on Pseudo-Depth 81.00 2023-06-08 📦 hustvl/sparsetrack 📦 Robotmurlock/Motrack
4 BoostTrack++ 📚 BoostTrack++: using tracklet information to detect more objects in multiple object tracking 80.70 2024-08-23 📦 mikel-brostrom/boxmot 📦 vukasin-stanojevic/BoostTrack
5 UCMCTrack UCMCTrack: Multi-Object Tracking with Uniform Camera Motion Compensation 80.50 2023-12-14 📦 corfyi/ucmctrack
6 BoT-SORT BoT-SORT: Robust Associations Multi-Pedestrian Tracking 80.50 2022-06-29 📦 PaddlePaddle/PaddleDetection 📦 mikel-brostrom/boxmot 📦 niraharon/bot-sort
7 ByteTrack 📚 ByteTrack: Multi-Object Tracking by Associating Every Detection Box 80.30 2021-10-13 📦 PaddlePaddle/PaddleDetection 📦 mikel-brostrom/boxmot 📦 ifzhang/ByteTrack
8 StrongSORT 📚 StrongSORT: Make DeepSORT Great Again 79.60 2022-02-28 📦 mikel-brostrom/boxmot 📦 open-mmlab/mmtracking 📦 dyhBUPT/StrongSORT
9 IMM-JHSE One Homography is All You Need: IMM-based Joint Homography and Multiple Object State Estimation 79.54 2024-09-04 📦 Paulkie99/imm-jhse
10 Deep OC-SORT 📚 Deep OC-SORT: Multi-Pedestrian Tracking by Adaptive Re-Identification 79.40 2023-02-23 📦 mikel-brostrom/boxmot 📦 noahcao/OC_SORT 📦 gerardmaggiolino/deep-oc-sort

All Papers (42)