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 15011525 of 1966 papers

TitleStatusHype
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
Eye in the Sky: Drone-Based Object Tracking and 3D Localization0
BOBBY2: Buffer Based Robust High-Speed Object TrackingCode0
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
Instance-Level Future Motion Estimation in a Single Image Based on Ordinal Regression0
CDTB: A Color and Depth Visual Object Tracking Dataset and Benchmark0
Track to Reconstruct and Reconstruct to TrackCode0
Joint-task Self-supervised Learning for Temporal CorrespondenceCode0
Three-Dimensional Extended Object Tracking and Shape Learning Using Gaussian Processes0
SkyNet: a Hardware-Efficient Method for Object Detection and Tracking on Embedded SystemsCode0
Inference for multiple object tracking: A Bayesian nonparametric approach0
GradNet: Gradient-Guided Network for Visual Object TrackingCode0
DashNet: A Hybrid Artificial and Spiking Neural Network for High-speed Object Tracking0
Robust Multi-Modality Multi-Object TrackingCode0
Discriminative and Robust Online Learning for Siamese Visual TrackingCode0
Aerial multi-object tracking by detection using deep association networks0
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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