SOTAVerified

Object Tracking

Object tracking is the task of taking an initial set of object detections, creating a unique ID for each of the initial detections, and then tracking each of the objects as they move around frames in a video, maintaining the ID assignment. State-of-the-art methods involve fusing data from RGB and event-based cameras to produce more reliable object tracking. CNN-based models using only RGB images as input are also effective. The most popular benchmark is OTB. There are several evaluation metrics specific to object tracking, including HOTA, MOTA, IDF1, and Track-mAP.

( Image credit: Towards-Realtime-MOT )

Papers

Showing 251300 of 1966 papers

TitleStatusHype
Bootstrapping Referring Multi-Object TrackingCode1
A Simple Detector with Frame Dynamics is a Strong TrackerCode1
Tracking-by-Trackers with a Distilled and Reinforced ModelCode1
GMOT-40: A Benchmark for Generic Multiple Object TrackingCode1
FairMOT: On the Fairness of Detection and Re-Identification in Multiple Object TrackingCode1
GLT-T++: Global-Local Transformer for 3D Siamese Tracking with Ranking LossCode1
GCNNMatch: Graph Convolutional Neural Networks for Multi-Object Tracking via Sinkhorn NormalizationCode1
GeoMAE: Masked Geometric Target Prediction for Self-supervised Point Cloud Pre-TrainingCode1
GLT-T: Global-Local Transformer Voting for 3D Single Object Tracking in Point CloudsCode1
GNN3DMOT: Graph Neural Network for 3D Multi-Object Tracking With 2D-3D Multi-Feature LearningCode1
Learnable Graph Matching: A Practical Paradigm for Data AssociationCode1
Fooling Detection Alone is Not Enough: First Adversarial Attack against Multiple Object TrackingCode1
Fooling Detection Alone is Not Enough: Adversarial Attack against Multiple Object TrackingCode1
Frame-Event Alignment and Fusion Network for High Frame Rate TrackingCode1
FishMOT: A Simple and Effective Method for Fish Tracking Based on IoU MatchingCode1
Few-Shot Backdoor Attacks on Visual Object TrackingCode1
4D Panoptic LiDAR SegmentationCode1
ApproxDet: Content and Contention-Aware Approximate Object Detection for MobilesCode1
Compact Transformer Tracker with Correlative Masked ModelingCode1
Fast Template Matching and Update for Video Object Tracking and SegmentationCode1
Fully-Convolutional Siamese Networks for Object TrackingCode1
Exploring Point-BEV Fusion for 3D Point Cloud Object Tracking with TransformerCode1
Exploring Fusion Strategies for Accurate RGBT Visual Object TrackingCode1
Exploring Simple 3D Multi-Object Tracking for Autonomous DrivingCode1
A One Stop 3D Target Reconstruction and multilevel Segmentation MethodCode1
AdapTrack: Adaptive Thresholding-Based Matching For Multi-object TrackingCode1
Fast and Resource-Efficient Object Tracking on Edge Devices: A Measurement StudyCode1
Enhancing Nighttime UAV Tracking with Light Distribution SuppressionCode1
MM-Tracker: Motion Mamba with Margin Loss for UAV-platform Multiple Object TrackingCode1
EnsembleMOT: A Step towards Ensemble Learning of Multiple Object TrackingCode1
EagerMOT: 3D Multi-Object Tracking via Sensor FusionCode1
Dynamic Object Tracking and Masking for Visual SLAMCode1
Chained-Tracker: Chaining Paired Attentive Regression Results for End-to-End Joint Multiple-Object Detection and TrackingCode1
DynOPETs: A Versatile Benchmark for Dynamic Object Pose Estimation and Tracking in Moving Camera ScenariosCode1
EchoTrack: Auditory Referring Multi-Object Tracking for Autonomous DrivingCode1
e-TLD: Event-based Framework for Dynamic Object TrackingCode1
Fast Online and Relational TrackingCode1
DropMAE: Masked Autoencoders with Spatial-Attention Dropout for Tracking TasksCode1
CholecTrack20: A Dataset for Multi-Class Multiple Tool Tracking in Laparoscopic SurgeryCode1
CHOTA: A Higher Order Accuracy Metric for Cell TrackingCode1
Drone-vs-Bird: Drone Detection Using YOLOv7 with CSRT TrackerCode1
CityFlow-NL: Tracking and Retrieval of Vehicles at City Scale by Natural Language DescriptionsCode1
End-to-end Learning Improves Static Object Geo-localization in Monocular VideoCode1
Enhanced Multi-Object Tracking Using Pose-based Virtual Markers in 3x3 BasketballCode1
DroTrack: High-speed Drone-based Object Tracking Under UncertaintyCode1
Domain Adaptation for Underwater Image Enhancement via Content and Style SeparationCode1
DroneMOT: Drone-based Multi-Object Tracking Considering Detection Difficulties and Simultaneous Moving of Drones and ObjectsCode1
Explicit Visual Prompts for Visual Object TrackingCode1
CloudTrack: Scalable UAV Tracking with Cloud SemanticsCode1
DR.VIC: Decomposition and Reasoning for Video Individual CountingCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1HR-CEUTrack-LargeSuccess Rate65Unverified
2HR-CEUTrack-BaseSuccess Rate63.2Unverified
3CEUTrack-LargeSuccess Rate62.8Unverified
4CEUTrack-BaseSuccess Rate62Unverified
5SiamR-CNNSuccess Rate60.9Unverified
6TransTSuccess Rate60.5Unverified
7SuperDiMPSuccess Rate60.2Unverified
8TrDiMPSuccess Rate60.1Unverified
9KeepTrackSuccess Rate59.6Unverified
10AiATrackSuccess Rate59Unverified
#ModelMetricClaimedVerifiedStatus
1HR-MonTrack-BaseSuccess Rate68.5Unverified
2HR-MonTrack-TinySuccess Rate66.3Unverified
3Multi-modalSuccess Rate63.4Unverified
4PrDiMPSuccess Rate59Unverified
5DiMPSuccess Rate57.1Unverified
6MonTrackSuccess Rate54.9Unverified
7ATOMSuccess Rate46.5Unverified
8KYSSuccess Rate26.6Unverified
#ModelMetricClaimedVerifiedStatus
1OmniTrackHOTA23.45Unverified
2DeepSORTHOTA21.16Unverified
3OC-SORTHOTA20.83Unverified
4ByteTrackHOTA20.66Unverified
5TrackFormerHOTA19.62Unverified
6HybridSORTHOTA16.64Unverified
7DiffMOTHOTA16.4Unverified
8Bot-SORTHOTA15.77Unverified
#ModelMetricClaimedVerifiedStatus
1DiMP50Success Rate67.33Unverified
2PrDiMP50Success Rate67Unverified
3PrDiMP18Success Rate65.9Unverified
4DiMP18Success Rate64.6Unverified
5AtomSuccess Rate63.8Unverified
#ModelMetricClaimedVerifiedStatus
1finalHumans0.14Unverified
2night_furyHumans0.05Unverified
3Yolo based methodHumans0.02Unverified
4finalHumans0Unverified
#ModelMetricClaimedVerifiedStatus
1M2-Trackmean precision83.4Unverified
2BATmean precision75.2Unverified
#ModelMetricClaimedVerifiedStatus
1UMMT3DMOTA95Unverified
2MMPTRACK3DMOTA94.8Unverified
#ModelMetricClaimedVerifiedStatus
1Siam-FCAverage IOU0.66Unverified
#ModelMetricClaimedVerifiedStatus
1RT-MDNetPrecision Plot0.63Unverified