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 176200 of 1966 papers

TitleStatusHype
Multi-Granularity Language-Guided Multi-Object TrackingCode1
Towards Generalizable Multi-Object TrackingCode1
Track Initialization and Re-Identification for~3D Multi-View Multi-Object TrackingCode1
PuTR: A Pure Transformer for Decoupled and Online Multi-Object TrackingCode1
Multi-Object Tracking in the DarkCode1
PillarTrack:Boosting Pillar Representation for Transformer-based 3D Single Object Tracking on Point CloudsCode1
Self-Supervised Multi-Object Tracking with Path ConsistencyCode1
DepthMOT: Depth Cues Lead to a Strong Multi-Object TrackerCode1
PNAS-MOT: Multi-Modal Object Tracking with Pareto Neural Architecture SearchCode1
CR3DT: Camera-RADAR Fusion for 3D Detection and TrackingCode1
Learning Data Association for Multi-Object Tracking using Only CoordinatesCode1
EchoTrack: Auditory Referring Multi-Object Tracking for Autonomous DrivingCode1
SeqTrack3D: Exploring Sequence Information for Robust 3D Point Cloud TrackingCode1
Neuromorphic Synergy for Video BinarizationCode1
UncertaintyTrack: Exploiting Detection and Localization Uncertainty in Multi-Object TrackingCode1
Camera Calibration through Geometric Constraints from Rotation and Projection MatricesCode1
GBOT: Graph-Based 3D Object Tracking for Augmented Reality-Assisted Assembly GuidanceCode1
Spatio-temporal Prompting Network for Robust Video Feature ExtractionCode1
Correlation-Embedded Transformer Tracking: A Single-Branch FrameworkCode1
Unifying Visual and Vision-Language Tracking via Contrastive LearningCode1
Explicit Visual Prompts for Visual Object TrackingCode1
CRSOT: Cross-Resolution Object Tracking using Unaligned Frame and Event CamerasCode1
Tracking with Human-Intent ReasoningCode1
iKUN: Speak to Trackers without RetrainingCode1
Bi-directional Adapter for Multi-modal TrackingCode1
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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