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 14511500 of 1966 papers

TitleStatusHype
Input Dropout for Spatially Aligned ModalitiesCode0
Unsupervised Multiple Person Tracking using AutoEncoder-Based Lifted Multicuts0
Combining 3D Model Contour Energy and Keypoints for Object Tracking0
Multiple Object Tracking by Flowing and Fusing0
ABCTracker: an easy-to-use, cloud-based application for tracking multiple objects0
Probabilistic 3D Multi-Object Tracking for Autonomous DrivingCode1
Detection and Tracking Meet Drones ChallengeCode2
Pose-Assisted Multi-Camera Collaboration for Active Object Tracking0
BSUV-Net: A Fully-Convolutional Neural Network forBackground Subtraction of Unseen VideosCode1
A Bayesian Filter for Multi-view 3D Multi-object Tracking with Occlusion Handling0
Improving End-to-End Object Tracking Using Relational Reasoning0
Fooling Detection Alone is Not Enough: Adversarial Attack against Multiple Object TrackingCode1
PAC Confidence Sets for Deep Neural Networks via Calibrated PredictionCode1
Rethinking Convolutional Features in Correlation Filter Based Tracking0
Integration of Regularized l1 Tracking and Instance Segmentation for Video Object Tracking0
Active Learning in Video Tracking0
Extending Multi-Object Tracking systems to better exploit appearance and 3D information0
Rethinking Temporal Object Detection from Robotic Perspectives0
An RSSI-based Wireless Sensor Node Localisation using Trilateration and Multilateration Methods for Outdoor Environment0
Learning a Neural Solver for Multiple Object TrackingCode1
Automated Analysis of Femoral Artery Calcification Using Machine Learning Techniques0
Occlusion-Robust Online Multi-Object Visual Tracking using a GM-PHD Filter with CNN-Based Re-Identification0
Kernel learning for visual perceptionCode0
An Accelerated Correlation Filter Tracker0
Siamese Natural Language Tracker: Tracking by Natural Language Descriptions with Siamese TrackersCode0
Learning Multi-Object Tracking and Segmentation from Automatic Annotations0
Improving Model Drift for Robust Object Tracking0
SPSTracker: Sub-Peak Suppression of Response Map for Robust Object TrackingCode0
muSSP: Efficient Min-cost Flow Algorithm for Multi-object TrackingCode0
Siam R-CNN: Visual Tracking by Re-DetectionCode0
Multi-Object Portion Tracking in 4D Fluorescence Microscopy Imagery with Deep Feature Maps0
Real-Time Object Tracking via Meta-Learning: Efficient Model Adaptation and One-Shot Channel Pruning0
Computer Vision-based Accident Detection in Traffic Surveillance0
D3S -- A Discriminative Single Shot Segmentation TrackerCode0
Exploiting Spatial Invariance for Scalable Unsupervised Object TrackingCode0
A Proposed Artificial intelligence Model for Real-Time Human Action Localization and Tracking0
Improving Human Annotation in Single Object Tracking0
Argoverse: 3D Tracking and Forecasting with Rich MapsCode0
Efficient Global Multi-object Tracking Under Minimum-cost Circulation FrameworkCode0
On the Interaction Between Deep Detectors and Siamese Trackers in Video Surveillance0
Learning to Track Any Object0
Aggregation Signature for Small Object Tracking0
A low-power end-to-end hybrid neuromorphic framework for surveillance applications0
SPARK: Spatial-aware Online Incremental Attack Against Visual TrackingCode0
BOBBY2: Buffer Based Robust High-Speed Object TrackingCode0
Eye in the Sky: Drone-Based Object Tracking and 3D Localization0
Neural Memory Plasticity for Anomaly Detection0
An application of a deep learning algorithm for automatic detection of unexpected accidents under bad CCTV monitoring conditions in tunnels0
AlignNet-3D: Fast Point Cloud Registration of Partially Observed ObjectsCode0
EBBIOT: A Low-complexity Tracking Algorithm for Surveillance in IoVT Using Stationary Neuromorphic Vision Sensors0
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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