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 726750 of 1966 papers

TitleStatusHype
Kernel learning for visual perceptionCode0
Kernalised Multi-resolution Convnet for Visual TrackingCode0
Keyfilter-Aware Real-Time UAV Object TrackingCode0
Camouflaged Object Tracking: A BenchmarkCode0
RobMOT: Robust 3D Multi-Object Tracking by Observational Noise and State Estimation Drift Mitigation on LiDAR PointCloudCode0
Joint-task Self-supervised Learning for Temporal CorrespondenceCode0
KnotResolver: Tracking self-intersecting filaments in microscopy using directed graphsCode0
Efficient High-Resolution Template Matching with Vector Quantized Nearest Neighbour FieldsCode0
Efficient Global Multi-object Tracking Under Minimum-cost Circulation FrameworkCode0
Joint Graph Decomposition and Node Labeling: Problem, Algorithms, ApplicationsCode0
Into the Fog: Evaluating Robustness of Multiple Object TrackingCode0
Joint Group Feature Selection and Discriminative Filter Learning for Robust Visual Object TrackingCode0
ByteTrackV2: 2D and 3D Multi-Object Tracking by Associating Every Detection BoxCode0
A Feasibility Study on Indoor Localization and Multi-person Tracking Using Sparsely Distributed Camera Network with Edge ComputingCode0
An equalised global graphical model-based approach for multi-camera object trackingCode0
INFER: INtermediate representations for FuturE pRedictionCode0
Hierarchical IoU Tracking based on IntervalCode0
Input Dropout for Spatially Aligned ModalitiesCode0
Identification of Driver Phone Usage Violations via State-of-the-Art Object Detection with TrackingCode0
IMM-MOT: A Novel 3D Multi-object Tracking Framework with Interacting Multiple Model FilterCode0
How to track your dragon: A Multi-Attentional Framework for real-time RGB-D 6-DOF Object Pose TrackingCode0
Actor-identified Spatiotemporal Action Detection --- Detecting Who Is Doing What in VideosCode0
How Trustworthy are Performance Evaluations for Basic Vision Tasks?Code0
Dynamics Based 3D Skeletal Hand TrackingCode0
How Do We Fail? Stress Testing Perception in Autonomous VehiclesCode0
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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