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 201250 of 1966 papers

TitleStatusHype
Learning Spatio-Appearance Memory Network for High-Performance Visual TrackingCode1
IoU Attack: Towards Temporally Coherent Black-Box Adversarial Attack for Visual Object TrackingCode1
A Fast Unified System for 3D Object Detection and TrackingCode1
Digital Twin Tracking Dataset (DTTD): A New RGB+Depth 3D Dataset for Longer-Range Object Tracking ApplicationsCode1
Backbone is All Your Need: A Simplified Architecture for Visual Object TrackingCode1
AiATrack: Attention in Attention for Transformer Visual TrackingCode1
3D Multi-Object Tracking Based on Uncertainty-Guided Data AssociationCode1
Distractor-Aware Fast Tracking via Dynamic Convolutions and MOT PhilosophyCode1
Bag of Tricks for Domain Adaptive Multi-Object TrackingCode1
Learning to Adversarially Blur Visual Object TrackingCode1
Do Different Tracking Tasks Require Different Appearance Models?Code1
DIVOTrack: A Novel Dataset and Baseline Method for Cross-View Multi-Object Tracking in DIVerse Open ScenesCode1
Domain Adaptation for Underwater Image Enhancement via Content and Style SeparationCode1
DroneMOT: Drone-based Multi-Object Tracking Considering Detection Difficulties and Simultaneous Moving of Drones and ObjectsCode1
DVD: A Diagnostic Dataset for Multi-step Reasoning in Video Grounded DialogueCode1
DR.VIC: Decomposition and Reasoning for Video Individual CountingCode1
A Lightweight and Detector-free 3D Single Object Tracker on Point CloudsCode1
DyGLIP: A Dynamic Graph Model with Link Prediction for Accurate Multi-Camera Multiple Object TrackingCode1
Deformable Siamese Attention Networks for Visual Object TrackingCode1
Lifted Disjoint Paths with Application in Multiple Object TrackingCode1
All-Day Object Tracking for Unmanned Aerial VehicleCode1
DynOPETs: A Versatile Benchmark for Dynamic Object Pose Estimation and Tracking in Moving Camera ScenariosCode1
1st Place Solution for the 5th LSVOS Challenge: Video Instance SegmentationCode1
CRSOT: Cross-Resolution Object Tracking using Unaligned Frame and Event CamerasCode1
Localization-Guided Track: A Deep Association Multi-Object Tracking Framework Based on Localization Confidence of DetectionsCode1
BEVTrack: A Simple and Strong Baseline for 3D Single Object Tracking in Bird's-Eye ViewCode1
Improving Underwater Visual Tracking With a Large Scale Dataset and Image EnhancementCode1
LaMOT: Language-Guided Multi-Object TrackingCode1
Alpha-Refine: Boosting Tracking Performance by Precise Bounding Box EstimationCode1
Looking Beyond Two Frames: End-to-End Multi-Object Tracking Using Spatial and Temporal TransformersCode1
Cross-Drone Transformer Network for Robust Single Object TrackingCode1
HybridTrack: A Hybrid Approach for Robust Multi-Object TrackingCode1
M3SOT: Multi-frame, Multi-field, Multi-space 3D Single Object TrackingCode1
Making Higher Order MOT Scalable: An Efficient Approximate Solver for Lifted Disjoint PathsCode1
e-TLD: Event-based Framework for Dynamic Object TrackingCode1
MambaLCT: Boosting Tracking via Long-term Context State Space ModelCode1
360VOT: A New Benchmark Dataset for Omnidirectional Visual Object TrackingCode1
Bi-directional Adapter for Multi-modal TrackingCode1
Transformer TrackingCode1
HOTA: A Higher Order Metric for Evaluating Multi-Object TrackingCode1
iKUN: Speak to Trackers without RetrainingCode1
AAA: Adaptive Aggregation of Arbitrary Online Trackers with Theoretical Performance GuaranteeCode1
Asynchronous Multi-Object Tracking with an Event CameraCode1
CR3DT: Camera-RADAR Fusion for 3D Detection and TrackingCode1
Advanced computer vision for extracting georeferenced vehicle trajectories from drone imageryCode1
MixCycle: Mixup Assisted Semi-Supervised 3D Single Object Tracking with Cycle ConsistencyCode1
Horizontal-to-Vertical Video ConversionCode1
Immortal Tracker: Tracklet Never DiesCode1
Associate Everything Detected: Facilitating Tracking-by-Detection to the UnknownCode1
Assignment-Space-Based Multi-Object Tracking and SegmentationCode1
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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