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 301325 of 1966 papers

TitleStatusHype
Visual-Inertial Multi-Instance Dynamic SLAM with Object-level RelocalisationCode1
LMOT: Efficient Light-Weight Detection and Tracking in CrowdsCode1
Fast Online and Relational TrackingCode1
Transformer-based assignment decision network for multiple object trackingCode1
Tracking Every Thing in the WildCode1
Large-displacement 3D Object Tracking with Hybrid Non-local OptimizationCode1
3D Siamese Transformer Network for Single Object Tracking on Point CloudsCode1
AiATrack: Attention in Attention for Transformer Visual TrackingCode1
Trajectory PMB Filters for Extended Object Tracking Using Belief PropagationCode1
The Caltech Fish Counting Dataset: A Benchmark for Multiple-Object Tracking and CountingCode1
Multi-Object Tracking and Segmentation via Neural Message PassingCode1
Tracking Objects as Pixel-wise DistributionsCode1
TGRMPT: A Head-Shoulder Aided Multi-Person Tracker and a New Large-Scale Dataset for Tour-Guide RobotCode1
SRCN3D: Sparse R-CNN 3D for Compact Convolutional Multi-View 3D Object Detection and TrackingCode1
GNN-PMB: A Simple but Effective Online 3D Multi-Object Tracker without Bells and WhistlesCode1
Simple Cues Lead to a Strong Multi-Object TrackerCode1
Cannot See the Forest for the Trees: Aggregating Multiple Viewpoints to Better Classify Objects in VideosCode1
Joint Spatial-Temporal and Appearance Modeling with Transformer for Multiple Object TrackingCode1
Bag of Tricks for Domain Adaptive Multi-Object TrackingCode1
Revealing the Dark Secrets of Masked Image ModelingCode1
Siamese Object Tracking for Unmanned Aerial Vehicle: A Review and Comprehensive AnalysisCode1
Transformer Tracking with Cyclic Shifting Window AttentionCode1
Detection Recovery in Online Multi-Object Tracking with Sparse Graph TrackerCode1
Visible-Thermal UAV Tracking: A Large-Scale Benchmark and New BaselineCode1
Real-time Online Multi-Object Tracking in Compressed DomainCode1
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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