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 426450 of 1966 papers

TitleStatusHype
SeqTrack3D: Exploring Sequence Information for Robust 3D Point Cloud TrackingCode1
Real-Time Vehicle Detection and Urban Traffic Behavior Analysis Based on UAV Traffic Videos on Mobile Devices0
Revolutionizing Retail Analytics: Advancing Inventory and Customer Insight with AI0
Multi-Object Tracking by Hierarchical Visual Representations0
Reading Relevant Feature from Global Representation Memory for Visual Object Tracking0
GDTM: An Indoor Geospatial Tracking Dataset with Distributed Multimodal SensorsCode0
OLViT: Multi-Modal State Tracking via Attention-Based Embeddings for Video-Grounded Dialog0
Neuromorphic Synergy for Video BinarizationCode1
MapTrack: Tracking in the Map0
BronchoTrack: Airway Lumen Tracking for Branch-Level Bronchoscopic Localization0
UncertaintyTrack: Exploiting Detection and Localization Uncertainty in Multi-Object TrackingCode1
Beyond Kalman Filters: Deep Learning-Based Filters for Improved Object TrackingCode0
LDTrack: Dynamic People Tracking by Service Robots using Diffusion Models0
Camera Calibration through Geometric Constraints from Rotation and Projection MatricesCode1
GBOT: Graph-Based 3D Object Tracking for Augmented Reality-Assisted Assembly GuidanceCode1
BioDrone: A Bionic Drone-based Single Object Tracking Benchmark for Robust Vision0
0-1 laws for pattern occurrences in phylogenetic trees and networks0
Spatio-temporal Prompting Network for Robust Video Feature ExtractionCode1
Motion Mapping Cognition: A Nondecomposable Primary Process in Human Vision0
VR-based generation of photorealistic synthetic data for training hand-object tracking models0
A comparison of RL-based and PID controllers for 6-DOF swimming robots: hybrid underwater object trackingCode0
AM-SORT: Adaptable Motion Predictor with Historical Trajectory Embedding for Multi-Object Tracking0
Small Object Tracking in LiDAR Point Cloud: Learning the Target-awareness Prototype and Fine-grained Search Region0
Correlation-Embedded Transformer Tracking: A Single-Branch FrameworkCode1
Unifying Visual and Vision-Language Tracking via Contrastive LearningCode1
Show:102550
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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