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 376400 of 1966 papers

TitleStatusHype
Box-Aware Feature Enhancement for Single Object Tracking on Point CloudsCode1
Saliency-Associated Object TrackingCode1
BundleTrack: 6D Pose Tracking for Novel Objects without Instance or Category-Level 3D ModelsCode1
Learning to Adversarially Blur Visual Object TrackingCode1
Real Time Pear Fruit Detection and Counting Using YOLOv4 Models and Deep SORTCode1
Score refinement for confidence-based 3D multi-object trackingCode1
Do Different Tracking Tasks Require Different Appearance Models?Code1
Vision-driven Compliant Manipulation for Reliable, High-Precision Assembly TasksCode1
Prototypical Cross-Attention Networks for Multiple Object Tracking and SegmentationCode1
DyGLIP: A Dynamic Graph Model with Link Prediction for Accurate Multi-Camera Multiple Object TrackingCode1
Tracking by Joint Local and Global Search: A Target-aware Attention based ApproachCode1
SiamMOT: Siamese Multi-Object TrackingCode1
Multi-object Tracking with Tracked Object Bounding Box AssociationCode1
TSDF++: A Multi-Object Formulation for Dynamic Object Tracking and ReconstructionCode1
MOTR: End-to-End Multiple-Object Tracking with TransformerCode1
EagerMOT: 3D Multi-Object Tracking via Sensor FusionCode1
LightTrack: Finding Lightweight Neural Networks for Object Tracking via One-Shot Architecture SearchCode1
Distractor-Aware Fast Tracking via Dynamic Convolutions and MOT PhilosophyCode1
CoCoNets: Continuous Contrastive 3D Scene RepresentationsCode1
Local Metrics for Multi-Object TrackingCode1
Online Multiple Object Tracking with Cross-Task SynergyCode1
Learning Spatio-Temporal Transformer for Visual TrackingCode1
Rethinking Self-supervised Correspondence Learning: A Video Frame-level Similarity PerspectiveCode1
Towards More Flexible and Accurate Object Tracking with Natural Language: Algorithms and BenchmarkCode1
Dynamic Attention guided Multi-Trajectory Analysis for Single Object 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