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 19011950 of 1966 papers

TitleStatusHype
Multi-object Tracking with a Hierarchical Single-branch Network0
Multi-Object Tracking with Camera-LiDAR Fusion for Autonomous Driving0
Multi-Object Tracking with Deep Learning Ensemble for Unmanned Aerial System Applications0
Multi-Object Tracking with Hallucinated and Unlabeled Videos0
Multi-Object Tracking with Multiple Cues and Switcher-Aware Classification0
Multi-object Tracking with Neural Gating Using Bilinear LSTM0
Multi-Object Tracking With Quadruplet Convolutional Neural Networks0
Multi-object tracking with self-supervised associating network0
Multi-Object Tracking with Siamese Track-RCNN0
Multi-person Articulated Tracking with Spatial and Temporal Embeddings0
Multi Player Tracking in Ice Hockey with Homographic Projections0
Multiple Feature Fusion via Weighted Entropy for Visual Tracking0
Multiple objects tracking in surveillance video using color and Hu moments0
Multiple Object Tracking: A Literature Review0
Multiple Object Tracking based on Occlusion-Aware Embedding Consistency Learning0
Multiple Object Tracking by Flowing and Fusing0
Multiple-object tracking in cluttered and crowded public spaces0
Multiple Object Tracking in Recent Times: A Literature Review0
Multiple Object Tracking in Urban Traffic Scenes with a Multiclass Object Detector0
Multiple object tracking with context awareness0
Multiple Object Tracking with Correlation Learning0
Multiple Object Tracking with Mixture Density Networks for Trajectory Estimation0
Multiple Object Tracking with Motion and Appearance Cues0
Multiple Pedestrians and Vehicles Tracking in Aerial Imagery: A Comprehensive Study0
Multiple Planar Object Tracking0
Multiple Trajectory Prediction with Deep Temporal and Spatial Convolutional Neural Networks0
Multiple-Vehicle Tracking in the Highway Using Appearance Model and Visual Object Tracking0
Multiresolution analysis on the symmetric group0
Multi-Scene Generalized Trajectory Global Graph Solver with Composite Nodes for Multiple Object Tracking0
Multi-Sensor Fusion of Active and Passive Measurements for Extended Object Tracking0
Multi-Ship Tracking by Robust Similarity metric0
MUlti-Store Tracker (MUSTer): A Cognitive Psychology Inspired Approach to Object Tracking0
Multi-Target Active Object Tracking with Monte Carlo Tree Search and Target Motion Modeling0
Multi-Task Correlation Particle Filter for Robust Object Tracking0
Multi-Task Reinforcement Learning based Mobile Manipulation Control for Dynamic Object Tracking and Grasping0
Improving Siamese Based Trackers with Light or No Training through Multiple Templates and Temporal Network0
Multi-View People Tracking via Hierarchical Trajectory Composition0
MVA 2025 Small Multi-Object Tracking for Spotting Birds Challenge: Dataset, Methods, and Results0
MV-YOLO: Motion Vector-aided Tracking by Semantic Object Detection0
Network Comparison Study of Deep Activation Feature Discriminability with Novel Objects0
Neural Free-Viewpoint Performance Rendering under Complex Human-object Interactions0
NeuralHOFusion: Neural Volumetric Rendering under Human-object Interactions0
Neural Memory Plasticity for Anomaly Detection0
Neural Network Kalman filtering for 3D object tracking from linear array ultrasound data0
Neuromorphic Optical Tracking and Imaging of Randomly Moving Targets through Strongly Scattering Media0
New Performance Measures for Object Tracking under Complex Environments0
Non-Markovian Globally Consistent Multi-Object Tracking0
Non-planar Object Detection and Identification by Features Matching and Triangulation Growth0
Non-rigid Object Tracking via Deep Multi-scale Spatial-temporal Discriminative Saliency Maps0
Non-Rigid Object Tracking via Deformable Patches Using Shape-Preserved KCF and Level Sets0
Show:102550
← PrevPage 39 of 40Next →

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