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 276300 of 1966 papers

TitleStatusHype
Deformable Siamese Attention Networks for Visual Object TrackingCode1
Learning Data Association for Multi-Object Tracking using Only CoordinatesCode1
Learning to Adversarially Blur Visual Object TrackingCode1
Learning a Neural Solver for Multiple Object TrackingCode1
LaSOT: A High-quality Large-scale Single Object Tracking BenchmarkCode1
Learning a Neural Solver for Multiple Object TrackingCode1
CholecTrack20: A Dataset for Multi-Class Multiple Tool Tracking in Laparoscopic SurgeryCode1
Deep Convolutional Neural Networks for Thermal Infrared Object TrackingCode1
Chained-Tracker: Chaining Paired Attentive Regression Results for End-to-End Joint Multiple-Object Detection and TrackingCode1
LaSOT: A High-quality Benchmark for Large-scale Single Object TrackingCode1
Learning a Proposal Classifier for Multiple Object TrackingCode1
Learning to Track with Object PermanenceCode1
LLM-Empowered Embodied Agent for Memory-Augmented Task Planning in Household RoboticsCode1
JRMOT: A Real-Time 3D Multi-Object Tracker and a New Large-Scale DatasetCode1
CHOTA: A Higher Order Accuracy Metric for Cell TrackingCode1
Joint Spatial-Temporal and Appearance Modeling with Transformer for Multiple Object TrackingCode1
CityFlow-NL: Tracking and Retrieval of Vehicles at City Scale by Natural Language DescriptionsCode1
Learnable Graph Matching: A Practical Paradigm for Data AssociationCode1
Learnable Graph Matching: Incorporating Graph Partitioning with Deep Feature Learning for Multiple Object TrackingCode1
AdapTrack: Adaptive Thresholding-Based Matching For Multi-object TrackingCode1
Deep Probabilistic Feature-metric TrackingCode1
A One Stop 3D Target Reconstruction and multilevel Segmentation MethodCode1
DeFMO: Deblurring and Shape Recovery of Fast Moving ObjectsCode1
CloudTrack: Scalable UAV Tracking with Cloud SemanticsCode1
LaMOT: Language-Guided Multi-Object TrackingCode1
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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