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 451500 of 1966 papers

TitleStatusHype
Online Multi-Object Tracking and Segmentation with GMPHD Filter and Mask-based Affinity FusionCode1
Probabilistic 3D Multi-Object Tracking for Autonomous DrivingCode1
Detecting and Tracking Small and Dense Moving Objects in Satellite Videos: A BenchmarkCode1
BEVTrack: A Simple and Strong Baseline for 3D Single Object Tracking in Bird's-Eye ViewCode1
Dynamic Object Tracking and Masking for Visual SLAMCode1
EagerMOT: 3D Multi-Object Tracking via Sensor FusionCode1
MVCTrack: Boosting 3D Point Cloud Tracking via Multimodal-Guided Virtual CuesCode1
Detection Recovery in Online Multi-Object Tracking with Sparse Graph TrackerCode1
Alpha-Refine: Boosting Tracking Performance by Precise Bounding Box EstimationCode1
Camera Calibration through Geometric Constraints from Rotation and Projection MatricesCode1
NeighborTrack: Improving Single Object Tracking by Bipartite Matching with Neighbor TrackletsCode1
DFR-FastMOT: Detection Failure Resistant Tracker for Fast Multi-Object Tracking Based on Sensor FusionCode1
Ad2Attack: Adaptive Adversarial Attack on Real-Time UAV TrackingCode1
Prototypical Cross-Attention Networks for Multiple Object Tracking and SegmentationCode1
Dynamic Attention guided Multi-Trajectory Analysis for Single Object TrackingCode1
Object Tracking by Detection with Visual and Motion CuesCode1
ByteTrack: Multi-Object Tracking by Associating Every Detection BoxCode1
EchoTrack: Auditory Referring Multi-Object Tracking for Autonomous DrivingCode1
BURST: A Benchmark for Unifying Object Recognition, Segmentation and Tracking in VideoCode1
Unsupervised Domain Adaptation for Nighttime Aerial TrackingCode1
BundleTrack: 6D Pose Tracking for Novel Objects without Instance or Category-Level 3D ModelsCode1
Object Tracking by Jointly Exploiting Frame and Event DomainCode1
Offline Tracking with Object PermanenceCode1
3D Object Tracking with TransformerCode1
PTT: Point-Track-Transformer Module for 3D Single Object Tracking in Point CloudsCode1
DroTrack: High-speed Drone-based Object Tracking Under UncertaintyCode1
DR.VIC: Decomposition and Reasoning for Video Individual CountingCode1
DropMAE: Masked Autoencoders with Spatial-Attention Dropout for Tracking TasksCode1
BSUV-Net: A Fully-Convolutional Neural Network forBackground Subtraction of Unseen VideosCode1
Learning Spatio-Appearance Memory Network for High-Performance Visual TrackingCode1
DVD: A Diagnostic Dataset for Multi-step Reasoning in Video Grounded DialogueCode1
OVT-B: A New Large-Scale Benchmark for Open-Vocabulary Multi-Object TrackingCode1
GLT-T: Global-Local Transformer Voting for 3D Single Object Tracking in Point CloudsCode1
DroneMOT: Drone-based Multi-Object Tracking Considering Detection Difficulties and Simultaneous Moving of Drones and ObjectsCode1
Distractor-Aware Fast Tracking via Dynamic Convolutions and MOT PhilosophyCode1
OSP2B: One-Stage Point-to-Box Network for 3D Siamese TrackingCode1
Bridging the Gap Between End-to-end and Non-End-to-end Multi-Object TrackingCode1
DyGLIP: A Dynamic Graph Model with Link Prediction for Accurate Multi-Camera Multiple Object TrackingCode1
P2B: Point-to-Box Network for 3D Object Tracking in Point CloudsCode1
Box-Aware Feature Enhancement for Single Object Tracking on Point CloudsCode1
Drone-vs-Bird: Drone Detection Using YOLOv7 with CSRT TrackerCode1
MM-Tracker: Motion Mamba with Margin Loss for UAV-platform Multiple Object TrackingCode1
DIVOTrack: A Novel Dataset and Baseline Method for Cross-View Multi-Object Tracking in DIVerse Open ScenesCode1
PTTR: Relational 3D Point Cloud Object Tracking with TransformerCode1
Resource-Efficient RGBD Aerial TrackingCode1
Do Different Tracking Tasks Require Different Appearance Models?Code1
Score refinement for confidence-based 3D multi-object trackingCode1
Domain Adaptation for Underwater Image Enhancement via Content and Style SeparationCode1
Target-Aware Tracking with Long-term Context AttentionCode1
Boundary Effect-Aware Visual Tracking for UAV with Online Enhanced Background Learning and Multi-Frame Consensus VerificationCode0
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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