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 401450 of 1966 papers

TitleStatusHype
Dynamic Attention guided Multi-Trajectory Analysis for Single Object TrackingCode1
Transformer TrackingCode1
TransCenter: Transformers with Dense Representations for Multiple-Object TrackingCode1
IoU Attack: Towards Temporally Coherent Black-Box Adversarial Attack for Visual Object TrackingCode1
Looking Beyond Two Frames: End-to-End Multi-Object Tracking Using Spatial and Temporal TransformersCode1
Learning to Track with Object PermanenceCode1
Transformer Meets Tracker: Exploiting Temporal Context for Robust Visual TrackingCode1
Skeleton Merger: an Unsupervised Aligned Keypoint DetectorCode1
Track to Detect and Segment: An Online Multi-Object TrackerCode1
Simultaneous Multi-View Camera Pose Estimation and Object Tracking with Square Planar MarkersCode1
Learning a Proposal Classifier for Multiple Object TrackingCode1
Monocular Quasi-Dense 3D Object TrackingCode1
Model-free Vehicle Tracking and State Estimation in Point Cloud SequencesCode1
PatchNet -- Short-range Template Matching for Efficient Video ProcessingCode1
Simple online and real-time tracking with occlusion handlingCode1
4D Panoptic LiDAR SegmentationCode1
DEFT: Detection Embeddings for TrackingCode1
Discriminative Appearance Modeling with Multi-track Pooling for Real-time Multi-object TrackingCode1
All-Day Object Tracking for Unmanned Aerial VehicleCode1
Object Tracking by Detection with Visual and Motion CuesCode1
HarDNet-MSEG: A Simple Encoder-Decoder Polyp Segmentation Neural Network that Achieves over 0.9 Mean Dice and 86 FPSCode1
Temporally Guided Articulated Hand Pose Tracking in Surgical VideosCode1
CityFlow-NL: Tracking and Retrieval of Vehicles at City Scale by Natural Language DescriptionsCode1
Horizontal-to-Vertical Video ConversionCode1
TrackFormer: Multi-Object Tracking with TransformersCode1
DepthTrack: Unveiling the Power of RGBD TrackingCode1
Continuous Copy-Paste for One-Stage Multi-Object Tracking and SegmentationCode1
Assignment-Space-Based Multi-Object Tracking and SegmentationCode1
DVD: A Diagnostic Dataset for Multi-step Reasoning in Video Grounded DialogueCode1
TransTrack: Multiple Object Tracking with TransformerCode1
Probabilistic 3D Multi-Modal, Multi-Object Tracking for Autonomous DrivingCode1
Rotation Equivariant Siamese Networks for TrackingCode1
Alpha-Refine: Boosting Tracking Performance by Precise Bounding Box EstimationCode1
Contrastive Transformation for Self-supervised Correspondence LearningCode1
Multi-modal Visual Tracking: Review and Experimental ComparisonCode1
DeFMO: Deblurring and Shape Recovery of Fast Moving ObjectsCode1
GMOT-40: A Benchmark for Generic Multiple Object TrackingCode1
Rethinking the competition between detection and ReID in Multi-Object TrackingCode1
ApproxDet: Content and Contention-Aware Approximate Object Detection for MobilesCode1
GCNNMatch: Graph Convolutional Neural Networks for Multi-Object Tracking via Sinkhorn NormalizationCode1
Learning Spatio-Appearance Memory Network for High-Performance Visual TrackingCode1
AAA: Adaptive Aggregation of Arbitrary Online Trackers with Theoretical Performance GuaranteeCode1
HOTA: A Higher Order Metric for Evaluating Multi-Object TrackingCode1
LaSOT: A High-quality Large-scale Single Object Tracking BenchmarkCode1
e-TLD: Event-based Framework for Dynamic Object TrackingCode1
Deep Probabilistic Feature-metric TrackingCode1
Online Multi-Object Tracking and Segmentation with GMPHD Filter and Mask-based Affinity FusionCode1
Simultaneous Detection and Tracking with Motion Modelling for Multiple Object TrackingCode1
Robust Long-Term Object Tracking via Improved Discriminative Model PredictionCode1
Towards Accurate Pixel-wise Object Tracking by Attention RetrievalCode1
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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