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 651675 of 1966 papers

TitleStatusHype
AViTMP: A Tracking-Specific Transformer for Single-Branch Visual TrackingCode0
Multiple Convolutional Features in Siamese Networks for Object TrackingCode0
Fast Visual Object Tracking with Rotated Bounding BoxesCode0
Coarse-to-Fine Object Tracking Using Deep Features and Correlation FiltersCode0
A Real-Time Region Tracking Algorithm Tailored to Endoscopic Video with Open-Source ImplementationCode0
Local Perception-Aware Transformer for Aerial TrackingCode0
Long-Term Visual Object Tracking BenchmarkCode0
Multiple Toddler Tracking in Indoor VideosCode0
TransCAB: Transferable Clean-Annotation Backdoor to Object Detection with Natural Trigger in Real-WorldCode0
Motion-Guided Dual-Camera Tracker for Endoscope Tracking and Motion Analysis in a Mechanical Gastric SimulatorCode0
SiamMo: Siamese Motion-Centric 3D Object TrackingCode0
Event-based Visual Tracking in Dynamic EnvironmentsCode0
LightTrack: A Generic Framework for Online Top-Down Human Pose TrackingCode0
Appearance-free Tripartite Matching for Multiple Object TrackingCode0
Event-based attention and tracking on neuromorphic hardwareCode0
Leveraging Shape Completion for 3D Siamese TrackingCode0
Leveraging Foundation Models via Knowledge Distillation in Multi-Object Tracking: Distilling DINOv2 Features to FairMOTCode0
Evaluating the Significance of Outdoor Advertising from Driver's Perspective Using Computer VisionCode0
CliCR: A Dataset of Clinical Case Reports for Machine Reading ComprehensionCode0
Learning Dynamic Memory Networks for Object TrackingCode0
Computing Representations for Lie Algebraic NetworksCode0
Learning Deep Multi-Level Similarity for Thermal Infrared Object TrackingCode0
Learning Differentiable Particle Filter on the FlyCode0
Learning Video Object Segmentation from Static ImagesCode0
EOTNet: Deep Memory Aided Bayesian Filter for Extended Object TrackingCode0
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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