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
TransCenter: Transformers with Dense Representations for Multiple-Object TrackingCode1
TrackFormer: Multi-Object Tracking with TransformersCode1
HOTA: A Higher Order Metric for Evaluating Multi-Object TrackingCode1
Exploring Simple 3D Multi-Object Tracking for Autonomous DrivingCode1
Tracking Objects as Pixel-wise DistributionsCode1
LaMOT: Language-Guided Multi-Object TrackingCode1
MPM: Joint Representation of Motion and Position Map for Cell TrackingCode1
FairMOT: On the Fairness of Detection and Re-Identification in Multiple Object TrackingCode1
CityFlow-NL: Tracking and Retrieval of Vehicles at City Scale by Natural Language DescriptionsCode1
Fast and Resource-Efficient Object Tracking on Edge Devices: A Measurement StudyCode1
Cluster Self-Refinement for Enhanced Online Multi-Camera People TrackingCode1
PKF: Probabilistic Data Association Kalman Filter for Multi-Object TrackingCode1
4D Panoptic LiDAR SegmentationCode1
TransTrack: Multiple Object Tracking with TransformerCode1
CrossTracker: Robust Multi-modal 3D Multi-Object Tracking via Cross Correction0
Cross-Classification Clustering: An Efficient Multi-Object Tracking Technique for 3-D Instance Segmentation in Connectomics0
A unified approach for multi-object triangulation, tracking and camera calibration0
Just Functioning as a Hook for Two-Stage Referring Multi-Object Tracking0
A two-stage data association approach for 3D Multi-object Tracking0
AttTrack: Online Deep Attention Transfer for Multi-object Tracking0
CORT: Class-Oriented Real-time Tracking for Embedded Systems0
AB3DMOT: A Baseline for 3D Multi-Object Tracking and New Evaluation Metrics0
AttMOT: Improving Multiple-Object Tracking by Introducing Auxiliary Pedestrian Attributes0
Convolutional Unscented Kalman Filter for Multi-Object Tracking with Outliers0
A Graphical Social Topology Model for Multi-Object Tracking0
Joint Learning of Siamese CNNs and Temporally Constrained Metrics for Tracklet Association0
Joint Spatial-Temporal Calibration for Camera and Global Pose Sensor0
Convolutional Recurrent Predictor: Implicit Representation for Multi-target Filtering and Tracking0
Compact Network Training for Person ReID0
Attention-Aware Multi-View Pedestrian Tracking0
GRAE-3DMOT: Geometry Relation-Aware Encoder for Online 3D Multi-Object Tracking0
Rethinking Temporal Object Detection from Robotic Perspectives0
PTP: Parallelized Tracking and Prediction with Graph Neural Networks and Diversity Sampling0
Global Correlation Network: End-to-End Joint Multi-Object Detection and Tracking0
Graph-Based Multi-Modal Sensor Fusion for Autonomous Driving0
GLAN: A Graph-based Linear Assignment Network0
Graph Neural Networks for 3D Multi-Object Tracking0
Gr-IoU: Ground-Intersection over Union for Robust Multi-Object Tracking with 3D Geometric Constraints0
A General Recurrent Tracking Framework Without Real Data0
Generalizing Multiple Object Tracking to Unseen Domains by Introducing Natural Language Representation0
Conjugation Invariant Learning with Neural Networks0
Compensation Tracker: Reprocessing Lost Object for Multi-Object Tracking0
Heterogeneous Diversity Driven Active Learning for Multi-Object Tracking0
0/1 Deep Neural Networks via Block Coordinate Descent0
Heuristic Search for Structural Constraints in Data Association0
Joint Counting, Detection and Re-Identification for Multi-Object Tracking0
FusionTrack: End-to-End Multi-Object Tracking in Arbitrary Multi-View Environment0
Fusion of Head and Full-Body Detectors for Multi-Object Tracking0
Collaborative Multi-Object Tracking with Conformal Uncertainty Propagation0
Focus On Details: Online Multi-object Tracking with Diverse Fine-grained Representation0
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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