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 301350 of 1966 papers

TitleStatusHype
EchoTrack: Auditory Referring Multi-Object Tracking for Autonomous DrivingCode1
Mamba-FETrack V2: Revisiting State Space Model for Frame-Event based Visual Object TrackingCode1
CHOTA: A Higher Order Accuracy Metric for Cell TrackingCode1
CholecTrack20: A Dataset for Multi-Class Multiple Tool Tracking in Laparoscopic SurgeryCode1
CoCoNets: Continuous Contrastive 3D Scene RepresentationsCode1
4D Panoptic LiDAR SegmentationCode1
Delving into Motion-Aware Matching for Monocular 3D Object TrackingCode1
DEFT: Detection Embeddings for TrackingCode1
Distractor-Aware Fast Tracking via Dynamic Convolutions and MOT PhilosophyCode1
Model-free Vehicle Tracking and State Estimation in Point Cloud SequencesCode1
Domain Adaptation for Underwater Image Enhancement via Content and Style SeparationCode1
Do Different Tracking Tasks Require Different Appearance Models?Code1
DroneMOT: Drone-based Multi-Object Tracking Considering Detection Difficulties and Simultaneous Moving of Drones and ObjectsCode1
Drone-vs-Bird: Drone Detection Using YOLOv7 with CSRT TrackerCode1
DR.VIC: Decomposition and Reasoning for Video Individual CountingCode1
DVD: A Diagnostic Dataset for Multi-step Reasoning in Video Grounded DialogueCode1
Dynamic Attention guided Multi-Trajectory Analysis for Single Object TrackingCode1
Compact Transformer Tracker with Correlative Masked ModelingCode1
Chained-Tracker: Chaining Paired Attentive Regression Results for End-to-End Joint Multiple-Object Detection and TrackingCode1
DepthTrack: Unveiling the Power of RGBD TrackingCode1
MambaLCT: Boosting Tracking via Long-term Context State Space ModelCode1
Multi-Drone based Single Object Tracking with Agent Sharing NetworkCode1
FairMOT: On the Fairness of Detection and Re-Identification in Multiple Object TrackingCode1
MixCycle: Mixup Assisted Semi-Supervised 3D Single Object Tracking with Cycle ConsistencyCode1
End-to-end Learning Improves Static Object Geo-localization in Monocular VideoCode1
Enhanced Multi-Object Tracking Using Pose-based Virtual Markers in 3x3 BasketballCode1
Looking Beyond Two Frames: End-to-End Multi-Object Tracking Using Spatial and Temporal TransformersCode1
Tracking-by-Trackers with a Distilled and Reinforced ModelCode1
Assignment-Space-Based Multi-Object Tracking and SegmentationCode1
Context-Aware Relative Object Queries To Unify Video Instance and Panoptic SegmentationCode1
Lost and Found: Overcoming Detector Failures in Online Multi-Object TrackingCode1
Deep Probabilistic Feature-metric TrackingCode1
Associate Everything Detected: Facilitating Tracking-by-Detection to the UnknownCode1
e-TLD: Event-based Framework for Dynamic Object TrackingCode1
Low-Light Object Tracking: A BenchmarkCode1
Advanced computer vision for extracting georeferenced vehicle trajectories from drone imageryCode1
LMOT: Efficient Light-Weight Detection and Tracking in CrowdsCode1
Contrastive Lift: 3D Object Instance Segmentation by Slow-Fast Contrastive FusionCode1
Localization-Guided Track: A Deep Association Multi-Object Tracking Framework Based on Localization Confidence of DetectionsCode1
Asynchronous Multi-Object Tracking with an Event CameraCode1
Deep Convolutional Neural Networks for Thermal Infrared Object TrackingCode1
3D Siamese Voxel-to-BEV Tracker for Sparse Point CloudsCode1
360VOT: A New Benchmark Dataset for Omnidirectional Visual Object TrackingCode1
LLM-Empowered Embodied Agent for Memory-Augmented Task Planning in Household RoboticsCode1
Local Metrics for Multi-Object TrackingCode1
Object-Centric Multiple Object TrackingCode1
LSOTB-TIR:A Large-Scale High-Diversity Thermal Infrared Object Tracking BenchmarkCode1
Exploring Simple 3D Multi-Object Tracking for Autonomous DrivingCode1
CDNet is all you need: Cascade DCN based underwater object detection RCNNCode1
3D Siamese Transformer Network for Single Object Tracking on Point CloudsCode1
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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