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 18011850 of 1966 papers

TitleStatusHype
Tracking Passengers and Baggage Items using Multiple Overhead Cameras at Security CheckpointsCode0
Super accurate low latency object detection on a surveillance UAVCode0
Robust Estimation of Similarity Transformation for Visual Object TrackingCode0
Supervised and Unsupervised Detections for Multiple Object Tracking in Traffic Scenes: A Comparative StudyCode0
AlignNet-3D: Fast Point Cloud Registration of Partially Observed ObjectsCode0
Enhancing Cell Tracking with a Time-Symmetric Deep Learning ApproachCode0
LRR: Language-Driven Resamplable Continuous Representation against Adversarial Tracking AttacksCode0
SkyNet: a Hardware-Efficient Method for Object Detection and Tracking on Embedded SystemsCode0
Robust Multi-Modality Multi-Object TrackingCode0
Tracking Skiers from the Top to the BottomCode0
UAV-GESTURE: A Dataset for UAV Control and Gesture RecognitionCode0
A Twofold Siamese Network for Real-Time Object TrackingCode0
Adaptive Confidence Threshold for ByteTrack in Multi-Object TrackingCode0
Attentive Deep Regression Networks for Real-Time Visual Face Tracking in Video SurveillanceCode0
Visual Object Tracking: The Initialisation ProblemCode0
Attention Normalization Impacts Cardinality Generalization in Slot AttentionCode0
Robust Online Video Instance Segmentation with Track QueriesCode0
EM-Fusion: Dynamic Object-Level SLAM with Probabilistic Data AssociationCode0
Uncertainty-Aware Voxel based 3D Object Detection and Tracking with von-Mises LossCode0
ConsistencyTrack: A Robust Multi-Object Tracker with a Generation Strategy of Consistency ModelCode0
Robust Unsupervised Multi-Object Tracking in Noisy EnvironmentsCode0
TCAM: Temporal Class Activation Maps for Object Localization in Weakly-Labeled Unconstrained VideosCode0
TDIOT: Target-driven Inference for Deep Video Object TrackingCode0
Siamese Natural Language Tracker: Tracking by Natural Language Descriptions with Siamese TrackersCode0
Uncertainty Calibration and its Application to Object DetectionCode0
Collaborative Tracking Learning for Frame-Rate-Insensitive Multi-Object TrackingCode0
EgoTracks: A Long-term Egocentric Visual Object Tracking DatasetCode0
Long-Term Visual Object Tracking BenchmarkCode0
Robust Visual Tracking using Multi-Frame Multi-Feature Joint ModelingCode0
Local Perception-Aware Transformer for Aerial TrackingCode0
LightTrack: A Generic Framework for Online Top-Down Human Pose TrackingCode0
Leveraging Shape Completion for 3D Siamese TrackingCode0
Rotation Adaptive Visual Object Tracking with Motion ConsistencyCode0
Leveraging Foundation Models via Knowledge Distillation in Multi-Object Tracking: Distilling DINOv2 Features to FairMOTCode0
Variational Voxel Pseudo Image TrackingCode0
ATOM: Accurate Tracking by Overlap MaximizationCode0
Coarse-to-Fine Object Tracking Using Deep Features and Correlation FiltersCode0
Temp-Frustum Net: 3D Object Detection with Temporal FusionCode0
Ego-Motion Aware Target Prediction Module for Robust Multi-Object TrackingCode0
Temporal Correlation Meets Embedding: Towards a 2nd Generation of JDE-based Real-Time Multi-Object TrackingCode0
A time-weighted metric for sets of trajectories to assess multi-object tracking algorithmsCode0
Efficient Visual Tracking with Exemplar TransformersCode0
Learning Video Object Segmentation from Static ImagesCode0
CliCR: A Dataset of Clinical Case Reports for Machine Reading ComprehensionCode0
Air Signing and Privacy-Preserving Signature Verification for Digital DocumentsCode0
Computing Representations for Lie Algebraic NetworksCode0
TENet: Targetness Entanglement Incorporating with Multi-Scale Pooling and Mutually-Guided Fusion for RGB-E Object TrackingCode0
TF-SASM: Training-free Spatial-aware Sparse Memory for Multi-object TrackingCode0
TGCN: Time Domain Graph Convolutional Network for Multiple Objects TrackingCode0
Learning Dynamic Memory Networks for Object TrackingCode0
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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