ML Research Wiki / Benchmarks / Object Tracking / QuadTrack

QuadTrack

Object Tracking Benchmark

Performance Over Time

📊 Showing 8 results | 📏 Metric: HOTA

Top Performing Models

Rank Model Paper HOTA Date Code
1 OmniTrack Omnidirectional Multi-Object Tracking 23.45 2025-03-06 📦 xifen523/omnitrack
2 DeepSORT Simple Online and Realtime Tracking with a Deep Association Metric 21.16 2017-03-21 📦 PaddlePaddle/PaddleDetection 📦 mikel-brostrom/Yolov5_DeepSort_Pytorch 📦 nwojke/deep_sort
3 OC-SORT Observation-Centric SORT: Rethinking SORT for Robust Multi-Object Tracking 20.83 2022-03-27 📦 PaddlePaddle/PaddleDetection 📦 mikel-brostrom/boxmot 📦 open-mmlab/mmtracking
4 ByteTrack ByteTrack: Multi-Object Tracking by Associating Every Detection Box 20.66 2021-10-13 📦 PaddlePaddle/PaddleDetection 📦 mikel-brostrom/boxmot 📦 ifzhang/ByteTrack
5 TrackFormer TrackFormer: Multi-Object Tracking with Transformers 19.62 2021-01-07 📦 timmeinhardt/trackformer 📦 acaelles97/devis
6 HybridSORT Hybrid-SORT: Weak Cues Matter for Online Multi-Object Tracking 16.64 2023-08-01 📦 mikel-brostrom/boxmot 📦 ymzis69/HybridSORT
7 DiffMOT DiffMOT: A Real-time Diffusion-based Multiple Object Tracker with Non-linear Prediction 16.40 2024-03-04 -
8 Bot-SORT BoT-SORT: Robust Associations Multi-Pedestrian Tracking 15.77 2022-06-29 📦 PaddlePaddle/PaddleDetection 📦 mikel-brostrom/boxmot 📦 niraharon/bot-sort

All Papers (8)

xifen523/omnitrack
PaddlePaddle/PaddleDetection mikel-brostrom/Yolov5_DeepSort_Pytorch
PaddlePaddle/PaddleDetection mikel-brostrom/boxmot
PaddlePaddle/PaddleDetection mikel-brostrom/boxmot
timmeinhardt/trackformer acaelles97/devis
mikel-brostrom/boxmot ymzis69/HybridSORT
PaddlePaddle/PaddleDetection mikel-brostrom/boxmot