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 401425 of 1966 papers

TitleStatusHype
Reasoning-Enhanced Object-Centric Learning for Videos0
CR3DT: Camera-RADAR Fusion for 3D Detection and TrackingCode1
Fast-Poly: A Fast Polyhedral Framework For 3D Multi-Object TrackingCode2
Lifting Multi-View Detection and Tracking to the Bird's Eye ViewCode2
NetTrack: Tracking Highly Dynamic Objects with a NetCode2
View-Centric Multi-Object Tracking with Homographic Matching in Moving UAV0
MambaMOT: State-Space Model as Motion Predictor for Multi-Object Tracking0
NeuFlow: Real-time, High-accuracy Optical Flow Estimation on Robots Using Edge DevicesCode2
OneTracker: Unifying Visual Object Tracking with Foundation Models and Efficient Tuning0
Learning Data Association for Multi-Object Tracking using Only CoordinatesCode1
SSF-Net: Spatial-Spectral Fusion Network with Spectral Angle Awareness for Hyperspectral Object Tracking0
Long-term Frame-Event Visual Tracking: Benchmark Dataset and BaselineCode2
Beyond MOT: Semantic Multi-Object TrackingCode2
Motion-Guided Dual-Camera Tracker for Endoscope Tracking and Motion Analysis in a Mechanical Gastric SimulatorCode0
Delving into the Trajectory Long-tail Distribution for Muti-object TrackingCode2
Multi-Object Tracking with Camera-LiDAR Fusion for Autonomous Driving0
VastTrack: Vast Category Visual Object TrackingCode2
DeconfuseTrack:Dealing with Confusion for Multi-Object Tracking0
DiffMOT: A Real-time Diffusion-based Multiple Object Tracker with Non-linear Prediction0
Integrating Efficient Optimal Transport and Functional Maps For Unsupervised Shape Correspondence Learning0
Joint Spatial-Temporal Calibration for Camera and Global Pose Sensor0
EchoTrack: Auditory Referring Multi-Object Tracking for Autonomous DrivingCode1
Enhancing Tracking Robustness with Auxiliary Adversarial Defense Networks0
ACTrack: Adding Spatio-Temporal Condition for Visual Object Tracking0
In Defense and Revival of Bayesian Filtering for Thermal Infrared Object Tracking0
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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