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 351375 of 1966 papers

TitleStatusHype
Immortal Tracker: Tracklet Never DiesCode1
Detecting and Tracking Small and Dense Moving Objects in Satellite Videos: A BenchmarkCode1
CDNet is all you need: Cascade DCN based underwater object detection RCNNCode1
Online Adaptation for Implicit Object Tracking and Shape Reconstruction in the WildCode1
Tracking Grow-Finish Pigs Across Large Pens Using Multiple CamerasCode1
SimpleTrack: Understanding and Rethinking 3D Multi-object TrackingCode1
Tracklet-Switch Adversarial Attack against Pedestrian Multi-Object Tracking TrackersCode1
Self-Supervised Multi-Object Tracking with Cross-Input ConsistencyCode1
Towards Active Vision for Action Localization with Reactive Control and Predictive LearningCode1
3D Siamese Voxel-to-BEV Tracker for Sparse Point CloudsCode1
PolyTrack: Tracking with Bounding PolygonsCode1
3D Object Tracking with TransformerCode1
SRT3D: A Sparse Region-Based 3D Object Tracking Approach for the Real WorldCode1
Siamese Transformer Pyramid Networks for Real-Time UAV TrackingCode1
ByteTrack: Multi-Object Tracking by Associating Every Detection BoxCode1
Object Tracking by Jointly Exploiting Frame and Event DomainCode1
Optimal Target Shape for LiDAR Pose EstimationCode1
DepthTrack : Unveiling the Power of RGBD TrackingCode1
Making Higher Order MOT Scalable: An Efficient Approximate Solver for Lifted Disjoint PathsCode1
Joint Learning Architecture for Multiple Object Tracking and Trajectory ForecastingCode1
Exploring Simple 3D Multi-Object Tracking for Autonomous DrivingCode1
PTT: Point-Track-Transformer Module for 3D Single Object Tracking in Point CloudsCode1
Track without Appearance: Learn Box and Tracklet Embedding with Local and Global Motion Patterns for Vehicle TrackingCode1
VisEvent: Reliable Object Tracking via Collaboration of Frame and Event FlowsCode1
Joint Multi-Object Detection and Tracking with Camera-LiDAR Fusion for Autonomous DrivingCode1
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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