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 426450 of 1966 papers

TitleStatusHype
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