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 151200 of 1966 papers

TitleStatusHype
DepthMOT: Depth Cues Lead to a Strong Multi-Object TrackerCode1
3D Multi-Object Tracking Based on Uncertainty-Guided Data AssociationCode1
Improving Object Detection, Multi-object Tracking, and Re-Identification for Disaster Response DronesCode1
Improving Underwater Visual Tracking With a Large Scale Dataset and Image EnhancementCode1
IoU Attack: Towards Temporally Coherent Black-Box Adversarial Attack for Visual Object TrackingCode1
AiATrack: Attention in Attention for Transformer Visual TrackingCode1
Deep Probabilistic Feature-metric TrackingCode1
HybridTrack: A Hybrid Approach for Robust Multi-Object TrackingCode1
3DMOTFormer: Graph Transformer for Online 3D Multi-Object TrackingCode1
DeFMO: Deblurring and Shape Recovery of Fast Moving ObjectsCode1
iKUN: Speak to Trackers without RetrainingCode1
Horizontal-to-Vertical Video ConversionCode1
History-Aware Transformation of ReID Features for Multiple Object TrackingCode1
HOTA: A Higher Order Metric for Evaluating Multi-Object TrackingCode1
DropMAE: Masked Autoencoders with Spatial-Attention Dropout for Tracking TasksCode1
Deformable Siamese Attention Networks for Visual Object TrackingCode1
DanceTrack: Multi-Object Tracking in Uniform Appearance and Diverse MotionCode1
DepthTrack : Unveiling the Power of RGBD TrackingCode1
Heterogeneous Graph Transformer for Multiple Tiny Object Tracking in RGB-T VideosCode1
Immortal Tracker: Tracklet Never DiesCode1
Large Scale Real-World Multi-Person TrackingCode1
GNN3DMOT: Graph Neural Network for 3D Multi-Object Tracking With 2D-3D Multi-Feature LearningCode1
Cross-Drone Transformer Network for Robust Single Object TrackingCode1
GNN3DMOT: Graph Neural Network for 3D Multi-Object Tracking with Multi-Feature LearningCode1
CR3DT: Camera-RADAR Fusion for 3D Detection and TrackingCode1
CRSOT: Cross-Resolution Object Tracking using Unaligned Frame and Event CamerasCode1
GMOT-40: A Benchmark for Generic Multiple Object TrackingCode1
GNN-PMB: A Simple but Effective Online 3D Multi-Object Tracker without Bells and WhistlesCode1
Contrastive Transformation for Self-supervised Correspondence LearningCode1
Correlation-Aware Deep TrackingCode1
Contrastive Lift: 3D Object Instance Segmentation by Slow-Fast Contrastive FusionCode1
GeoMAE: Masked Geometric Target Prediction for Self-supervised Point Cloud Pre-TrainingCode1
GLT-T++: Global-Local Transformer for 3D Siamese Tracking with Ranking LossCode1
Correlation-Embedded Transformer Tracking: A Single-Branch FrameworkCode1
A Unified Object Motion and Affinity Model for Online Multi-Object TrackingCode1
BSUV-Net: A Fully-Convolutional Neural Network for Background Subtraction of Unseen VideosCode1
A Fast Unified System for 3D Object Detection and TrackingCode1
GBOT: Graph-Based 3D Object Tracking for Augmented Reality-Assisted Assembly GuidanceCode1
Context-Aware Relative Object Queries To Unify Video Instance and Panoptic SegmentationCode1
1st Place Solution for the 5th LSVOS Challenge: Video Instance SegmentationCode1
Continuous Copy-Paste for One-Stage Multi-Object Tracking and SegmentationCode1
GCNNMatch: Graph Convolutional Neural Networks for Multi-Object Tracking via Sinkhorn NormalizationCode1
AgriSORT: A Simple Online Real-time Tracking-by-Detection framework for robotics in precision agricultureCode1
DARTH: Holistic Test-time Adaptation for Multiple Object TrackingCode1
Deep Convolutional Neural Networks for Thermal Infrared Object TrackingCode1
HiM2SAM: Enhancing SAM2 with Hierarchical Motion Estimation and Memory Optimization towards Long-term TrackingCode1
GLT-T: Global-Local Transformer Voting for 3D Single Object Tracking in Point CloudsCode1
Homography Decomposition Networks for Planar Object TrackingCode1
Fooling Detection Alone is Not Enough: First Adversarial Attack against Multiple Object TrackingCode1
CoCoNets: Continuous Contrastive 3D Scene RepresentationsCode1
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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