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 101150 of 1966 papers

TitleStatusHype
Center-based 3D Object Detection and TrackingCode2
Elysium: Exploring Object-level Perception in Videos via MLLMCode2
Iterative Corresponding Geometry: Fusing Region and Depth for Highly Efficient 3D Tracking of Textureless ObjectsCode2
Language as Queries for Referring Video Object SegmentationCode2
OVTR: End-to-End Open-Vocabulary Multiple Object Tracking with TransformerCode2
DiffusionTrack: Diffusion Model For Multi-Object TrackingCode2
GLUS: Global-Local Reasoning Unified into A Single Large Language Model for Video SegmentationCode2
Exploiting Multimodal Spatial-temporal Patterns for Video Object TrackingCode2
Event Stream-based Visual Object Tracking: A High-Resolution Benchmark Dataset and A Novel BaselineCode2
GTA: Global Tracklet Association for Multi-Object Tracking in SportsCode2
Large-Scale Pre-training for Person Re-identification with Noisy LabelsCode2
Objectron: A Large Scale Dataset of Object-Centric Videos in the Wild with Pose AnnotationsCode2
RGBTrack: Fast, Robust Depth-Free 6D Pose Estimation and TrackingCode2
Lifting Multi-View Detection and Tracking to the Bird's Eye ViewCode2
Tracking Anything in High QualityCode2
Joint Feature Learning and Relation Modeling for Tracking: A One-Stream FrameworkCode2
Fast Template Matching and Update for Video Object Tracking and SegmentationCode1
Cross-Drone Transformer Network for Robust Single Object TrackingCode1
Few-Shot Backdoor Attacks on Visual Object TrackingCode1
Correlation-Embedded Transformer Tracking: A Single-Branch FrameworkCode1
CR3DT: Camera-RADAR Fusion for 3D Detection and TrackingCode1
Transformer TrackingCode1
Correlation-Aware Deep TrackingCode1
FishMOT: A Simple and Effective Method for Fish Tracking Based on IoU MatchingCode1
Fast and Resource-Efficient Object Tracking on Edge Devices: A Measurement StudyCode1
Contrastive Lift: 3D Object Instance Segmentation by Slow-Fast Contrastive FusionCode1
Fast Online and Relational TrackingCode1
Continuous Copy-Paste for One-Stage Multi-Object Tracking and SegmentationCode1
A Confidence-Aware Matching Strategy For Generalized Multi-Object TrackingCode1
Contrastive Transformation for Self-supervised Correspondence LearningCode1
Alpha-Refine: Boosting Tracking Performance by Precise Bounding Box EstimationCode1
Context-Aware Relative Object Queries To Unify Video Instance and Panoptic SegmentationCode1
Exploring Point-BEV Fusion for 3D Point Cloud Object Tracking with TransformerCode1
Compact Transformer Tracker with Correlative Masked ModelingCode1
TransCenter: Transformers with Dense Representations for Multiple-Object TrackingCode1
CRSOT: Cross-Resolution Object Tracking using Unaligned Frame and Event CamerasCode1
Exploring Simple 3D Multi-Object Tracking for Autonomous DrivingCode1
All-Day Object Tracking for Unmanned Aerial VehicleCode1
Explicit Visual Prompts for Visual Object TrackingCode1
A Lightweight and Detector-free 3D Single Object Tracker on Point CloudsCode1
CloudTrack: Scalable UAV Tracking with Cloud SemanticsCode1
CityFlow-NL: Tracking and Retrieval of Vehicles at City Scale by Natural Language DescriptionsCode1
CHOTA: A Higher Order Accuracy Metric for Cell TrackingCode1
EnsembleMOT: A Step towards Ensemble Learning of Multiple Object TrackingCode1
CoCoNets: Continuous Contrastive 3D Scene RepresentationsCode1
3D Multi-Object Tracking Based on Uncertainty-Guided Data AssociationCode1
Enhancing Nighttime UAV Tracking with Light Distribution SuppressionCode1
e-TLD: Event-based Framework for Dynamic Object TrackingCode1
AiATrack: Attention in Attention for Transformer Visual TrackingCode1
Chained-Tracker: Chaining Paired Attentive Regression Results for End-to-End Joint Multiple-Object Detection and 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