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 601650 of 1966 papers

TitleStatusHype
Object Detection from Video Tubelets with Convolutional Neural NetworksCode0
Observation Centric and Central Distance Recovery on Sports Player TrackingCode0
Attention Normalization Impacts Cardinality Generalization in Slot AttentionCode0
mvHOTA: A multi-view higher order tracking accuracy metric to measure spatial and temporal associations in multi-point detectionCode0
Need for Speed: A Benchmark for Higher Frame Rate Object TrackingCode0
COOLer: Class-Incremental Learning for Appearance-Based Multiple Object TrackingCode0
ATOM: Accurate Tracking by Overlap MaximizationCode0
A time-weighted metric for sets of trajectories to assess multi-object tracking algorithmsCode0
muSSP: Efficient Min-cost Flow Algorithm for Multi-object TrackingCode0
Multiple Object Tracking with Kernelized Correlation Filters in Urban Mixed TrafficCode0
Multiple Toddler Tracking in Indoor VideosCode0
Multi Target Tracking by Learning from Generalized Graph DifferencesCode0
Adversarial Attack for RGB-Event based Visual Object TrackingCode0
Contrastive Learning for Multi-Object Tracking with TransformersCode0
Neural Enhanced Belief Propagation for Multiobject TrackingCode0
Multiple Context Features in Siamese Networks for Visual Object TrackingCode0
Multiple Convolutional Features in Siamese Networks for Object TrackingCode0
Contextualized Spatio-Temporal Contrastive Learning with Self-SupervisionCode0
Multiple Hypothesis Hypergraph Tracking for Posture Identification in Embryonic Caenorhabditis elegansCode0
ConsistencyTrack: A Robust Multi-Object Tracker with a Generation Strategy of Consistency ModelCode0
Multi-object Tracking: Decoupling Features to Solve the Contradictory Dilemma of Feature RequirementsCode0
Multi-hierarchical Independent Correlation Filters for Visual TrackingCode0
Multi-Correlation Siamese Transformer Network with Dense Connection for 3D Single Object TrackingCode0
Motion-Guided Dual-Camera Tracker for Endoscope Tracking and Motion Analysis in a Mechanical Gastric SimulatorCode0
Intra-frame Object Tracking by DeblattingCode0
FasterVideo: Efficient Online Joint Object Detection And TrackingCode0
MOTChallenge 2015: Towards a Benchmark for Multi-Target TrackingCode0
Underwater Object Tracker: UOSTrack for Marine Organism Grasping of Underwater VehiclesCode0
Multiple Object Trackers in OpenCV: A BenchmarkCode0
FANTrack: 3D Multi-Object Tracking with Feature Association NetworkCode0
Eyes on the Road: State-of-the-Art Video Question Answering Models Assessment for Traffic Monitoring TasksCode0
Markov Chain Monte Carlo Multi-Scan Data Association for Sets of TrajectoriesCode0
Map3D: Registration Based Multi-Object Tracking on 3D Serial Whole Slide ImagesCode0
TransCAB: Transferable Clean-Annotation Backdoor to Object Detection with Natural Trigger in Real-WorldCode0
Lucid Data Dreaming for Video Object SegmentationCode0
SkyNet: a Hardware-Efficient Method for Object Detection and Tracking on Embedded SystemsCode0
LRR: Language-Driven Resamplable Continuous Representation against Adversarial Tracking AttacksCode0
MobiFace: A Novel Dataset for Mobile Face Tracking in the WildCode0
Argoverse: 3D Tracking and Forecasting with Rich MapsCode0
Collaborative Tracking Learning for Frame-Rate-Insensitive Multi-Object TrackingCode0
Local Perception-Aware Transformer for Aerial TrackingCode0
A Region-based Gauss-Newton Approach to Real-Time Monocular Multiple Object TrackingCode0
Exploit the Connectivity: Multi-Object Tracking with TrackletNetCode0
Exploiting Spatial Invariance for Scalable Unsupervised Object TrackingCode0
Exploiting More Information in Sparse Point Cloud for 3D Single Object TrackingCode0
AViTMP: A Tracking-Specific Transformer for Single-Branch Visual TrackingCode0
LightTrack: A Generic Framework for Online Top-Down Human Pose TrackingCode0
Coarse-to-Fine Object Tracking Using Deep Features and Correlation FiltersCode0
A Real-Time Region Tracking Algorithm Tailored to Endoscopic Video with Open-Source ImplementationCode0
Leveraging Shape Completion for 3D Siamese TrackingCode0
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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