SOTAVerified

Multi-Object Tracking

Multi-Object Tracking is a task in computer vision that involves detecting and tracking multiple objects within a video sequence. The goal is to identify and locate objects of interest in each frame and then associate them across frames to keep track of their movements over time. This task is challenging due to factors such as occlusion, motion blur, and changes in object appearance, and is typically solved using algorithms that integrate object detection and data association techniques.

Papers

Showing 201250 of 671 papers

TitleStatusHype
CARPE-ID: Continuously Adaptable Re-identification for Personalized Robot Assistance0
Siamese-DETR for Generic Multi-Object TrackingCode0
DecoderTracker: Decoder-Only Method for Multiple-Object Tracking0
Label Space Partition Selection for Multi-Object Tracking Using Two-Layer Partitioning0
Deep MDP: A Modular Framework for Multi-Object TrackingCode0
EarlyBird: Early-Fusion for Multi-View Tracking in the Bird's Eye ViewCode1
Deep Learning Techniques for Video Instance Segmentation: A Survey0
Multi-Ship Tracking by Robust Similarity metric0
ShaSTA-Fuse: Camera-LiDAR Sensor Fusion to Model Shape and Spatio-Temporal Affinities for 3D Multi-Object Tracking0
Offline Tracking with Object PermanenceCode1
SpikeMOT: Event-based Multi-Object Tracking with Sparse Motion Features0
3D Multiple Object Tracking on Autonomous Driving: A Literature Review0
AgriSORT: A Simple Online Real-time Tracking-by-Detection framework for robotics in precision agricultureCode1
BASE: Probably a Better Approach to Multi-Object Tracking0
Localization-Guided Track: A Deep Association Multi-Object Tracking Framework Based on Localization Confidence of DetectionsCode1
Tracking Particles Ejected From Active Asteroid Bennu With Event-Based Vision0
Which Framework is Suitable for Online 3D Multi-Object Tracking for Autonomous Driving with Automotive 4D Imaging Radar?Code1
FishMOT: A Simple and Effective Method for Fish Tracking Based on IoU MatchingCode1
Fast and Resource-Efficient Object Tracking on Edge Devices: A Measurement StudyCode1
UnsMOT: Unified Framework for Unsupervised Multi-Object Tracking with Geometric Topology Guidance0
SoccerNet 2023 Tracking Challenge -- 3rd place MOT4MOT Team Technical Report0
Occlusion-Aware Detection and Re-ID Calibrated Network for Multi-Object Tracking0
ReST: A Reconfigurable Spatial-Temporal Graph Model for Multi-Camera Multi-Object TrackingCode1
TOPIC: A Parallel Association Paradigm for Multi-Object Tracking under Complex Motions and Diverse ScenesCode2
TrackFlow: Multi-Object Tracking with Normalizing Flows0
Delving into Motion-Aware Matching for Monocular 3D Object TrackingCode1
DiffusionTrack: Diffusion Model For Multi-Object TrackingCode2
LEGO: Learning and Graph-Optimized Modular Tracker for Online Multi-Object Tracking with Point Clouds0
AttMOT: Improving Multiple-Object Tracking by Introducing Auxiliary Pedestrian Attributes0
3DMOTFormer: Graph Transformer for Online 3D Multi-Object TrackingCode1
Collaborative Tracking Learning for Frame-Rate-Insensitive Multi-Object TrackingCode0
An End-to-End Framework of Road User Detection, Tracking, and Prediction from Monocular Images0
Tracking Players in a Badminton Court by Two Cameras0
ReIDTrack: Multi-Object Track and Segmentation Without Motion0
A Hybrid Approach To Real-Time Multi-Object Tracking0
Hybrid-SORT: Weak Cues Matter for Online Multi-Object TrackingCode2
MeMOTR: Long-Term Memory-Augmented Transformer for Multi-Object TrackingCode2
Uncertainty-aware Unsupervised Multi-Object TrackingCode1
The detection and rectification for identity-switch based on unfalsified control0
Multi-Object Tracking as Attention Mechanism0
HA-ViD: A Human Assembly Video Dataset for Comprehensive Assembly Knowledge UnderstandingCode0
Trajectory Poisson multi-Bernoulli mixture filter for traffic monitoring using a drone0
On Gibbs Sampling Architecture for Labeled Random Finite Sets Multi-Object Tracking0
Iterative Scale-Up ExpansionIoU and Deep Features Association for Multi-Object Tracking in SportsCode1
Marking anything: application of point cloud in extracting video target features0
TrajectoryFormer: 3D Object Tracking Transformer with Predictive Trajectory HypothesesCode1
SparseTrack: Multi-Object Tracking by Performing Scene Decomposition based on Pseudo-DepthCode1
MotionTrack: Learning Motion Predictor for Multiple Object Tracking0
Dictionary Learning under Symmetries via Group Representations0
Z-GMOT: Zero-shot Generic Multiple Object Tracking0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1STGTMOTA76.7Unverified
2TransCenterMOTA76Unverified
3TrackFormerMOTA74.1Unverified
4FairMOTMOTA73.7Unverified
5OUTrack_fmMOTA73.5Unverified
6LMOTMOTA72Unverified
7TraDeSMOTA69.1Unverified
8TADNMOTA69Unverified
9QDTrackMOTA68.7Unverified
10CenterTrack + TrajEMOTA67.8Unverified
#ModelMetricClaimedVerifiedStatus
1SAM2MOTHOTA75.9Unverified
2MOTIP (Deformable DETR, with DanceTrack val and CrowdHuman)HOTA73.7Unverified
3MOTRv2HOTA73.4Unverified
4MOTIP (Deformable DETR, with CrowdHuman)HOTA71.4Unverified
5MOTIP (DAB-Deformable DETR)HOTA70Unverified
6CO-MOTHOTA69.4Unverified
7CAMELTrack (fully online)HOTA69.3Unverified
8MeMOTRHOTA68.5Unverified
9MOTIP (Deformable DETR)HOTA67.5Unverified
10MT_IOTHOTA66.66Unverified
#ModelMetricClaimedVerifiedStatus
1STGTMOTA77.5Unverified
2TransCenterMOTA72.4Unverified
3OUTrack_fmMOTA68.5Unverified
4GSDTMOTA67.1Unverified
5BoostTrack++HOTA66.4Unverified
6BoostTrack+HOTA66.2Unverified
7TrackTrackHOTA65.7Unverified
8AdapTrackHOTA65Unverified
9CMTrackHOTA64.8Unverified
10Deep OC-SORTHOTA63.9Unverified
#ModelMetricClaimedVerifiedStatus
1PPTrackingMOTA77.7Unverified
2ReMOTMOTA76.9Unverified
3SGTMOTA76.8Unverified
4STGTMOTA76.7Unverified
5FairMOTMOTA74.9Unverified
6UniTrackMOTA74.7Unverified
7OUTrack_fmMOTA74.2Unverified
8LMOTMOTA73.2Unverified
9TraDeSMOTA70.1Unverified
10QDTrackMOTA69.8Unverified
#ModelMetricClaimedVerifiedStatus
1DeepEIoU + GTAHOTA81Unverified
2HAT-FastReID-MOTHOTA80.8Unverified
3CAMELTrack (fully online)HOTA80.4Unverified
4Deep HM-SORTHOTA80.1Unverified
5AEDHOTA79.1Unverified
6DeepMoveSORTHOTA78.7Unverified
7Deep-EIoUHOTA77.2Unverified
8MoveSORTHOTA74.6Unverified
9ETTrackHOTA74.3Unverified
10MixSort-OCHOTA74.1Unverified
#ModelMetricClaimedVerifiedStatus
1OmniTrackHOTA26.92Unverified
2OC-SORTHOTA25.04Unverified
3HybridSORTHOTA25.01Unverified
4ByteTrackHOTA25Unverified
5SORTHOTA23.49Unverified
6Bot-SORTHOTA22.9Unverified
7DeepSORTHOTA22.15Unverified
8DiffMOTHOTA19.96Unverified
9TrackFormerHOTA19.16Unverified
10MOTRv2HOTA18.22Unverified
#ModelMetricClaimedVerifiedStatus
1AED (Co-DETR)TETA55.3Unverified
2GLEE-ProTETA47.2Unverified
3GLEE-PlusTETA41.5Unverified
4GLEE-LiteTETA40.1Unverified
5AED (RegionCLIP)TETA37Unverified
6TETer-HTCTETA36.85Unverified
7TETer-SwinTTETA34.61Unverified
8TETerTETA33.25Unverified
9AOATETA25.27Unverified
#ModelMetricClaimedVerifiedStatus
1MCBLTIDF195.6Unverified
2TrackTacular (Bilinear Sampling)IDF195.3Unverified
3MVFlowIDF193.5Unverified
4EarlyBirdIDF192.3Unverified
5ReSTIDF186.7Unverified
6DMCT StackIDF181.9Unverified
7DMCTIDF177.8Unverified
8GLMB-YOLOv3IDF174.3Unverified
9GLMB-DOIDF172.5Unverified
#ModelMetricClaimedVerifiedStatus
1MCBLTHOTA81.22Unverified
2YachiyoHOTA71.94Unverified
3SJTU-LenovoHOTA67.22Unverified
4NotaHOTA60.93Unverified
5FraunhoferIOSBHOTA60.88Unverified
6UW-ETRIHOTA57.14Unverified
7ARVHOTA51.06Unverified
8AsillaHOTA40.34Unverified
#ModelMetricClaimedVerifiedStatus
1ReMOTSsMOTSA70.4Unverified
2UniTracksMOTSA68.9Unverified
3UnicornsMOTSA65.3Unverified
4TrackFormersMOTSA54.9Unverified
5TraDessMOTSA50.8Unverified
6Track R-CNNsMOTSA40.6Unverified