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 401425 of 1966 papers

TitleStatusHype
3DMOTFormer: Graph Transformer for Online 3D Multi-Object TrackingCode1
Large Scale Real-World Multi-Person TrackingCode1
Learnable Graph Matching: A Practical Paradigm for Data AssociationCode1
LaSOT: A High-quality Large-scale Single Object Tracking BenchmarkCode1
Neuromorphic Synergy for Video BinarizationCode1
Learnable Graph Matching: Incorporating Graph Partitioning with Deep Feature Learning for Multiple Object TrackingCode1
OmniDataComposer: A Unified Data Structure for Multimodal Data Fusion and Infinite Data GenerationCode1
Learning a Neural Solver for Multiple Object TrackingCode1
Learning Data Association for Multi-Object Tracking using Only CoordinatesCode1
Learning to Adversarially Blur Visual Object TrackingCode1
Backbone is All Your Need: A Simplified Architecture for Visual Object TrackingCode1
Learning Spatio-Temporal Transformer for Visual TrackingCode1
AiATrack: Attention in Attention for Transformer Visual TrackingCode1
Learning Spatial-Frequency Transformer for Visual Object TrackingCode1
3D Multi-Object Tracking Based on Uncertainty-Guided Data AssociationCode1
DepthMOT: Depth Cues Lead to a Strong Multi-Object TrackerCode1
Less is More: Token Context-aware Learning for Object TrackingCode1
SiamMOT: Siamese Multi-Object TrackingCode1
Bag of Tricks for Domain Adaptive Multi-Object TrackingCode1
LiDARTag: A Real-Time Fiducial Tag System for Point CloudsCode1
DepthTrack : Unveiling the Power of RGBD TrackingCode1
Deep Probabilistic Feature-metric TrackingCode1
DepthTrack: Unveiling the Power of RGBD TrackingCode1
LightTrack: Finding Lightweight Neural Networks for Object Tracking via One-Shot Architecture SearchCode1
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