Multiple Object Tracking on BDD100K val

27개 결과 · ⬇ CSV · JSON

mMOTA

Rank	Model	mMOTA	mIDF1	TETA	AssocA	Paper	Code	Year
1	ByteTrack	45.5	54.8	55.7	51.5	ByteTrack: Multi-Object Tracking by Associating Every Detection Box	PaddlePaddle/PaddleDetection · mikel-brostrom/boxmot · ifzhang/ByteTrack · +7	2021
2	UNINEXT-H	44.2	56.7	-	-	Universal Instance Perception as Object Discovery and Retrieval	MasterBin-IIAU/UNINEXT	2023
3	MOTRv2	43.6	56.5	-	-	MOTRv2: Bootstrapping End-to-End Multi-Object Tracking by Pretrained Object Detectors	megvii-research/MOTRv2 · DanceTrack/DanceTrack · bingfengyan/visam · +1	2022
4	QDTrack	42.1	54.3	51.3	52.2	QDTrack: Quasi-Dense Similarity Learning for Appearance-Only Multiple Object Tracking	SysCV/qdtrack · ethvis/qd-track	2022
5	ContrasTR	41.7	52.9	-	-	Contrastive Learning for Multi-Object Tracking with Transformers	pfdp0/ContrasTR	2023
6	Unicorn	41.2	54.0	-	–	Towards Grand Unification of Object Tracking	masterbin-iiau/unicorn	2022
7	TETer	39.1	53.3	50.8	52.9	Tracking Every Thing in the Wild	SysCV/tet	2022
8	QDTrack	36.6	50.8	47.8	48.5	Quasi-Dense Similarity Learning for Multiple Object Tracking	SysCV/qdtrack · syscv/ovtrack · SysCV/tet	2020
9	Adaptive-searching -windows Tracker	34.4	56.5	-	-	Tackling multiple object tracking with complicated motions—Re-designing the integration of motion and appearance		2022
10	ByteTrack	45.5	54.8	55.7	51.5	ByteTrack: Multi-Object Tracking by Associating Every Detection Box	PaddlePaddle/PaddleDetection · mikel-brostrom/boxmot · ifzhang/ByteTrack · +7	2021
11	UNINEXT-H	44.2	56.7	-	-	Universal Instance Perception as Object Discovery and Retrieval	MasterBin-IIAU/UNINEXT	2023
12	MOTRv2	43.6	56.5	-	-	MOTRv2: Bootstrapping End-to-End Multi-Object Tracking by Pretrained Object Detectors	megvii-research/MOTRv2 · DanceTrack/DanceTrack · bingfengyan/visam · +1	2022
13	QDTrack	42.1	54.3	51.3	52.2	QDTrack: Quasi-Dense Similarity Learning for Appearance-Only Multiple Object Tracking	SysCV/qdtrack · ethvis/qd-track	2022
14	ContrasTR	41.7	52.9	-	-	Contrastive Learning for Multi-Object Tracking with Transformers	pfdp0/ContrasTR	2023
15	Unicorn	41.2	54.0	-	–	Towards Grand Unification of Object Tracking	masterbin-iiau/unicorn	2022
16	TETer	39.1	53.3	50.8	52.9	Tracking Every Thing in the Wild	SysCV/tet	2022
17	QDTrack	36.6	50.8	47.8	48.5	Quasi-Dense Similarity Learning for Multiple Object Tracking	SysCV/qdtrack · syscv/ovtrack · SysCV/tet	2020
18	Adaptive-searching -windows Tracker	34.4	56.5	-	-	Tackling multiple object tracking with complicated motions—Re-designing the integration of motion and appearance		2022
19	ByteTrack	45.5	54.8	55.7	51.5	ByteTrack: Multi-Object Tracking by Associating Every Detection Box	PaddlePaddle/PaddleDetection · mikel-brostrom/boxmot · ifzhang/ByteTrack · +7	2021
20	UNINEXT-H	44.2	56.7	-	-	Universal Instance Perception as Object Discovery and Retrieval	MasterBin-IIAU/UNINEXT	2023