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 301325 of 1966 papers

TitleStatusHype
DepthMOT: Depth Cues Lead to a Strong Multi-Object TrackerCode1
Learning to Adversarially Blur Visual Object TrackingCode1
ApproxDet: Content and Contention-Aware Approximate Object Detection for MobilesCode1
DARTH: Holistic Test-time Adaptation for Multiple Object TrackingCode1
CoCoNets: Continuous Contrastive 3D Scene RepresentationsCode1
4D Panoptic LiDAR SegmentationCode1
Learning to Track with Object PermanenceCode1
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
MambaEVT: Event Stream based Visual Object Tracking using State Space ModelCode1
DanceTrack: Multi-Object Tracking in Uniform Appearance and Diverse MotionCode1
Learning Spatio-Temporal Transformer for Visual TrackingCode1
Learning Spatio-Appearance Memory Network for High-Performance Visual TrackingCode1
Discriminative Appearance Modeling with Multi-track Pooling for Real-time Multi-object TrackingCode1
Learning Tracking Representations via Dual-Branch Fully Transformer NetworksCode1
DIVOTrack: A Novel Dataset and Baseline Method for Cross-View Multi-Object Tracking in DIVerse Open ScenesCode1
Do Different Tracking Tasks Require Different Appearance Models?Code1
Compact Transformer Tracker with Correlative Masked ModelingCode1
Learning a Proposal Classifier for Multiple Object TrackingCode1
DVD: A Diagnostic Dataset for Multi-step Reasoning in Video Grounded DialogueCode1
Dynamic Object Tracking and Masking for Visual SLAMCode1
Dynamic Attention guided Multi-Trajectory Analysis for Single Object TrackingCode1
FairMOT: On the Fairness of Detection and Re-Identification in Multiple Object TrackingCode1
DynOPETs: A Versatile Benchmark for Dynamic Object Pose Estimation and Tracking in Moving Camera ScenariosCode1
Learning a Neural Solver for Multiple Object 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