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 351400 of 1966 papers

TitleStatusHype
Fooling Detection Alone is Not Enough: Adversarial Attack against Multiple Object TrackingCode1
Frame-Event Alignment and Fusion Network for High Frame Rate TrackingCode1
MixCycle: Mixup Assisted Semi-Supervised 3D Single Object Tracking with Cycle ConsistencyCode1
History-Aware Transformation of ReID Features for Multiple Object TrackingCode1
A Fast Unified System for 3D Object Detection and TrackingCode1
Monocular Quasi-Dense 3D Object TrackingCode1
Fast Online and Relational TrackingCode1
Fast and Resource-Efficient Object Tracking on Edge Devices: A Measurement StudyCode1
Exploring Point-BEV Fusion for 3D Point Cloud Object Tracking with TransformerCode1
CR3DT: Camera-RADAR Fusion for 3D Detection and TrackingCode1
Multi‑camera trajectory matching based on hierarchical clustering and constraintsCode1
Multi-Drone based Single Object Tracking with Agent Sharing NetworkCode1
Cross-Drone Transformer Network for Robust Single Object TrackingCode1
Multi-modal Visual Tracking: Review and Experimental ComparisonCode1
Exploring Simple 3D Multi-Object Tracking for Autonomous DrivingCode1
Explicit Visual Prompts for Visual Object TrackingCode1
3D Siamese Voxel-to-BEV Tracker for Sparse Point CloudsCode1
Exploring Fusion Strategies for Accurate RGBT Visual Object TrackingCode1
Fast Template Matching and Update for Video Object Tracking and SegmentationCode1
Multiple Object Tracking from appearance by hierarchically clustering trackletsCode1
CDNet is all you need: Cascade DCN based underwater object detection RCNNCode1
Enhancing Nighttime UAV Tracking with Light Distribution SuppressionCode1
BSUV-Net: A Fully-Convolutional Neural Network for Background Subtraction of Unseen VideosCode1
MVCTrack: Boosting 3D Point Cloud Tracking via Multimodal-Guided Virtual CuesCode1
3D Siamese Transformer Network for Single Object Tracking on Point CloudsCode1
NT-VOT211: A Large-Scale Benchmark for Night-time Visual Object TrackingCode1
CAST: Character labeling in Animation using Self-supervision by TrackingCode1
Object Tracking by Detection with Visual and Motion CuesCode1
Enhanced Multi-Object Tracking Using Pose-based Virtual Markers in 3x3 BasketballCode1
OmniDataComposer: A Unified Data Structure for Multimodal Data Fusion and Infinite Data GenerationCode1
EnsembleMOT: A Step towards Ensemble Learning of Multiple Object TrackingCode1
MM-Tracker: Motion Mamba with Margin Loss for UAV-platform Multiple Object TrackingCode1
Cannot See the Forest for the Trees: Aggregating Multiple Viewpoints to Better Classify Objects in VideosCode1
Can Deep Learning be Applied to Model-Based Multi-Object Tracking?Code1
EchoTrack: Auditory Referring Multi-Object Tracking for Autonomous DrivingCode1
OVT-B: A New Large-Scale Benchmark for Open-Vocabulary Multi-Object TrackingCode1
End-to-end Learning Improves Static Object Geo-localization in Monocular VideoCode1
DepthTrack: Unveiling the Power of RGBD TrackingCode1
e-TLD: Event-based Framework for Dynamic Object TrackingCode1
Few-Shot Backdoor Attacks on Visual Object TrackingCode1
DyGLIP: A Dynamic Graph Model with Link Prediction for Accurate Multi-Camera Multiple Object TrackingCode1
PD-SORT: Occlusion-Robust Multi-Object Tracking Using Pseudo-Depth CuesCode1
DVD: A Diagnostic Dataset for Multi-step Reasoning in Video Grounded DialogueCode1
PerfCam: Digital Twinning for Production Lines Using 3D Gaussian Splatting and Vision ModelsCode1
PKF: Probabilistic Data Association Kalman Filter for Multi-Object TrackingCode1
Planar Object Tracking via Weighted Optical FlowCode1
PointTrack++ for Effective Online Multi-Object Tracking and SegmentationCode1
PolyTrack: Tracking with Bounding PolygonsCode1
Dynamic Attention guided Multi-Trajectory Analysis for Single Object TrackingCode1
Camera Calibration through Geometric Constraints from Rotation and Projection MatricesCode1
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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