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 201250 of 1966 papers

TitleStatusHype
HiM2SAM: Enhancing SAM2 with Hierarchical Motion Estimation and Memory Optimization towards Long-term TrackingCode1
1st Place Solution for the 5th LSVOS Challenge: Video Instance SegmentationCode1
Cannot See the Forest for the Trees: Aggregating Multiple Viewpoints to Better Classify Objects in VideosCode1
HOTA: A Higher Order Metric for Evaluating Multi-Object TrackingCode1
Backbone is All Your Need: A Simplified Architecture for Visual Object TrackingCode1
AiATrack: Attention in Attention for Transformer Visual TrackingCode1
3D Multi-Object Tracking Based on Uncertainty-Guided Data AssociationCode1
e-TLD: Event-based Framework for Dynamic Object TrackingCode1
Bag of Tricks for Domain Adaptive Multi-Object TrackingCode1
Improving Visual Object Tracking through Visual PromptingCode1
Exploring Simple 3D Multi-Object Tracking for Autonomous DrivingCode1
IoU Attack: Towards Temporally Coherent Black-Box Adversarial Attack for Visual Object TrackingCode1
MM-Tracker: Motion Mamba with Margin Loss for UAV-platform Multiple Object TrackingCode1
Joint Object Detection and Multi-Object Tracking with Graph Neural NetworksCode1
Camera Calibration through Geometric Constraints from Rotation and Projection MatricesCode1
Joint Spatial-Temporal and Appearance Modeling with Transformer for Multiple Object TrackingCode1
360VOT: A New Benchmark Dataset for Omnidirectional Visual Object TrackingCode1
LaMOT: Language-Guided Multi-Object TrackingCode1
EchoTrack: Auditory Referring Multi-Object Tracking for Autonomous DrivingCode1
Large Scale Real-World Multi-Person TrackingCode1
All-Day Object Tracking for Unmanned Aerial VehicleCode1
LaSOT: A High-quality Large-scale Single Object Tracking BenchmarkCode1
TransCenter: Transformers with Dense Representations for Multiple-Object TrackingCode1
CHOTA: A Higher Order Accuracy Metric for Cell TrackingCode1
Learning Data Association for Multi-Object Tracking using Only CoordinatesCode1
BEVTrack: A Simple and Strong Baseline for 3D Single Object Tracking in Bird's-Eye ViewCode1
End-to-end Learning Improves Static Object Geo-localization in Monocular VideoCode1
CholecTrack20: A Dataset for Multi-Class Multiple Tool Tracking in Laparoscopic SurgeryCode1
Alpha-Refine: Boosting Tracking Performance by Precise Bounding Box EstimationCode1
Learning to Track with Object PermanenceCode1
AAA: Adaptive Aggregation of Arbitrary Online Trackers with Theoretical Performance GuaranteeCode1
A Confidence-Aware Matching Strategy For Generalized Multi-Object TrackingCode1
CityFlow-NL: Tracking and Retrieval of Vehicles at City Scale by Natural Language DescriptionsCode1
Asynchronous Multi-Object Tracking with an Event CameraCode1
LLM-Empowered Embodied Agent for Memory-Augmented Task Planning in Household RoboticsCode1
LMOT: Efficient Light-Weight Detection and Tracking in CrowdsCode1
DynOPETs: A Versatile Benchmark for Dynamic Object Pose Estimation and Tracking in Moving Camera ScenariosCode1
Bi-directional Adapter for Multi-modal TrackingCode1
Transformer TrackingCode1
LSOTB-TIR:A Large-Scale High-Diversity Thermal Infrared Object Tracking BenchmarkCode1
Making Higher Order MOT Scalable: An Efficient Approximate Solver for Lifted Disjoint PathsCode1
MambaEVT: Event Stream based Visual Object Tracking using State Space ModelCode1
Dynamic Attention guided Multi-Trajectory Analysis for Single Object TrackingCode1
Mask4Former: Mask Transformer for 4D Panoptic SegmentationCode1
Advanced computer vision for extracting georeferenced vehicle trajectories from drone imageryCode1
Dynamic Object Tracking and Masking for Visual SLAMCode1
EagerMOT: 3D Multi-Object Tracking via Sensor FusionCode1
Enhanced Multi-Object Tracking Using Pose-based Virtual Markers in 3x3 BasketballCode1
Associate Everything Detected: Facilitating Tracking-by-Detection to the UnknownCode1
DR.VIC: Decomposition and Reasoning for Video Individual CountingCode1
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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