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 401450 of 1966 papers

TitleStatusHype
3DMOTFormer: Graph Transformer for Online 3D Multi-Object TrackingCode1
Learning Data Association for Multi-Object Tracking using Only CoordinatesCode1
Learning Spatial-Frequency Transformer for Visual Object TrackingCode1
Simple online and real-time tracking with occlusion handlingCode1
DIVOTrack: A Novel Dataset and Baseline Method for Cross-View Multi-Object Tracking in DIVerse Open ScenesCode1
SimpleTrack: Rethinking and Improving the JDE Approach for Multi-Object TrackingCode1
Learning to Adversarially Blur Visual Object TrackingCode1
Learning to Track with Object PermanenceCode1
LITE: A Paradigm Shift in Multi-Object Tracking with Efficient ReID Feature IntegrationCode1
Less is More: Token Context-aware Learning for Object TrackingCode1
Backbone is All Your Need: A Simplified Architecture for Visual Object TrackingCode1
LiDARTag: A Real-Time Fiducial Tag System for Point CloudsCode1
AiATrack: Attention in Attention for Transformer Visual TrackingCode1
Online Multi-Object Tracking and Segmentation with GMPHD Filter and Mask-based Affinity FusionCode1
3D Multi-Object Tracking Based on Uncertainty-Guided Data AssociationCode1
Localization-Guided Track: A Deep Association Multi-Object Tracking Framework Based on Localization Confidence of DetectionsCode1
Local Metrics for Multi-Object TrackingCode1
Online Multiple Object Tracking with Cross-Task SynergyCode1
Bag of Tricks for Domain Adaptive Multi-Object TrackingCode1
OVT-B: A New Large-Scale Benchmark for Open-Vocabulary Multi-Object TrackingCode1
Discriminative Appearance Modeling with Multi-track Pooling for Real-time Multi-object TrackingCode1
Deep Probabilistic Feature-metric TrackingCode1
Low-Light Object Tracking: A BenchmarkCode1
LSOTB-TIR:A Large-Scale High-Diversity Thermal Infrared Object Tracking BenchmarkCode1
Mask4Former: Mask Transformer for 4D Panoptic SegmentationCode1
M3SOT: Multi-frame, Multi-field, Multi-space 3D Single Object TrackingCode1
MambaEVT: Event Stream based Visual Object Tracking using State Space ModelCode1
Mamba-FETrack V2: Revisiting State Space Model for Frame-Event based Visual Object TrackingCode1
Digital Twin Tracking Dataset (DTTD): A New RGB+Depth 3D Dataset for Longer-Range Object Tracking ApplicationsCode1
MambaLCT: Boosting Tracking via Long-term Context State Space ModelCode1
Learning Spatio-Appearance Memory Network for High-Performance Visual TrackingCode1
DEFT: Detection Embeddings for TrackingCode1
Delving into Motion-Aware Matching for Monocular 3D Object TrackingCode1
Camera Calibration through Geometric Constraints from Rotation and Projection MatricesCode1
Ad2Attack: Adaptive Adversarial Attack on Real-Time UAV TrackingCode1
Offline Tracking with Object PermanenceCode1
ByteTrack: Multi-Object Tracking by Associating Every Detection BoxCode1
MixCycle: Mixup Assisted Semi-Supervised 3D Single Object Tracking with Cycle ConsistencyCode1
OmniDataComposer: A Unified Data Structure for Multimodal Data Fusion and Infinite Data GenerationCode1
Depth Attention for Robust RGB TrackingCode1
Model-free Vehicle Tracking and State Estimation in Point Cloud SequencesCode1
BURST: A Benchmark for Unifying Object Recognition, Segmentation and Tracking in VideoCode1
All-Day Object Tracking for Unmanned Aerial VehicleCode1
DepthMOT: Depth Cues Lead to a Strong Multi-Object TrackerCode1
MOT16: A Benchmark for Multi-Object TrackingCode1
BundleTrack: 6D Pose Tracking for Novel Objects without Instance or Category-Level 3D ModelsCode1
3D Object Tracking with TransformerCode1
DepthTrack: Unveiling the Power of RGBD TrackingCode1
Detection Recovery in Online Multi-Object Tracking with Sparse Graph TrackerCode1
DFR-FastMOT: Detection Failure Resistant Tracker for Fast Multi-Object Tracking Based on Sensor FusionCode1
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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