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
The Solution for the ICCV 2023 Perception Test Challenge 2023 -- Task 6 -- Grounded videoQA0
Uni-DVPS: Unified Model for Depth-Aware Video Panoptic SegmentationCode1
DroBoost: An Intelligent Score and Model Boosting Method for Drone Detection0
Engineering an Efficient Object Tracker for Non-Linear Motion0
Basketball-SORT: An Association Method for Complex Multi-object Occlusion Problems in Basketball Multi-object Tracking0
eMoE-Tracker: Environmental MoE-based Transformer for Robust Event-guided Object Tracking0
PoliFormer: Scaling On-Policy RL with Transformers Results in Masterful Navigators0
StreamMOTP: Streaming and Unified Framework for Joint 3D Multi-Object Tracking and Trajectory Prediction0
BiTrack: Bidirectional Offline 3D Multi-Object Tracking Using Camera-LiDAR DataCode1
POPCat: Propagation of particles for complex annotation tasks0
The Progression of Transformers from Language to Vision to MOT: A Literature Review on Multi-Object Tracking with Transformers0
LU2Net: A Lightweight Network for Real-time Underwater Image Enhancement0
Hierarchical IoU Tracking based on IntervalCode0
Online Multi-camera People Tracking with Spatial-temporal Mechanism and Anchor-feature Hierarchical ClusteringCode0
Overlap Suppression Clustering for Offline Multi-Camera People Tracking0
An Online Approach and Evaluation Method for Tracking People Across Cameras in Extremely Long Video Sequence0
Deep HM-SORT: Enhancing Multi-Object Tracking in Sports with Deep Features, Harmonic Mean, and Expansion IOU0
VideoVista: A Versatile Benchmark for Video Understanding and ReasoningCode1
Robust compressive tracking via online weighted multiple instance learning0
Introducing HOT3D: An Egocentric Dataset for 3D Hand and Object Tracking0
LaMOT: Language-Guided Multi-Object TrackingCode1
Vessel Re-identification and Activity Detection in Thermal Domain for Maritime Surveillance0
Watching Swarm Dynamics from Above: A Framework for Advanced Object Tracking in Drone Videos0
Haptic Repurposing with GenAI0
SlowPerception: Physical-World Latency Attack against Visual Perception in Autonomous Driving0
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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