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 251300 of 1966 papers

TitleStatusHype
OVTrack: Open-Vocabulary Multiple Object TrackingCode1
DropMAE: Masked Autoencoders with Spatial-Attention Dropout for Tracking TasksCode1
GLT-T++: Global-Local Transformer for 3D Siamese Tracking with Ranking LossCode1
Streaming Video ModelCode1
Spatiotemporal Self-supervised Learning for Point Clouds in the WildCode1
Learnable Graph Matching: A Practical Paradigm for Data AssociationCode1
Tracker Meets Night: A Transformer Enhancer for UAV TrackingCode1
MixCycle: Mixup Assisted Semi-Supervised 3D Single Object Tracking with Cycle ConsistencyCode1
SGDViT: Saliency-Guided Dynamic Vision Transformer for UAV TrackingCode1
Referring Multi-Object TrackingCode1
3D Multi-Object Tracking Based on Uncertainty-Guided Data AssociationCode1
DFR-FastMOT: Detection Failure Resistant Tracker for Fast Multi-Object Tracking Based on Sensor FusionCode1
Target-Aware Tracking with Long-term Context AttentionCode1
SIVD: Dataset of Iranian Vehicles for Real-Time Multi-Camera Video Tracking and RecognitionCode1
DIVOTrack: A Novel Dataset and Baseline Method for Cross-View Multi-Object Tracking in DIVerse Open ScenesCode1
Digital Twin Tracking Dataset (DTTD): A New RGB+Depth 3D Dataset for Longer-Range Object Tracking ApplicationsCode1
Self-Supervised Unseen Object Instance Segmentation via Long-Term Robot InteractionCode1
Compact Transformer Tracker with Correlative Masked ModelingCode1
Planar Object Tracking via Weighted Optical FlowCode1
Resource-Efficient RGBD Aerial TrackingCode1
Context-Aware Relative Object Queries To Unify Video Instance and Panoptic SegmentationCode1
A Fast Unified System for 3D Object Detection and TrackingCode1
Representation Learning for Visual Object Tracking by Masked Appearance TransferCode1
Multiple Object Tracking Challenge Technical Report for Team MT_IoTCode1
Siamese Object Tracking for Vision-Based UAM Approaching with Pairwise Scale-Channel AttentionCode1
Hard to Track Objects with Irregular Motions and Similar Appearances? Make It Easier by Buffering the Matching SpaceCode1
PVT++: A Simple End-to-End Latency-Aware Visual Tracking FrameworkCode1
GLT-T: Global-Local Transformer Voting for 3D Single Object Tracking in Point CloudsCode1
Revisiting Color-Event based Tracking: A Unified Network, Dataset, and MetricCode1
SportsTrack: An Innovative Method for Tracking Athletes in Sports ScenesCode1
NeighborTrack: Improving Single Object Tracking by Bipartite Matching with Neighbor TrackletsCode1
MEVID: Multi-view Extended Videos with Identities for Video Person Re-IdentificationCode1
Large Scale Real-World Multi-Person TrackingCode1
SearchTrack: Multiple Object Tracking with Object-Customized Search and Motion-Aware FeaturesCode1
ProContEXT: Exploring Progressive Context Transformer for TrackingCode1
Strong-TransCenter: Improved Multi-Object Tracking based on Transformers with Dense RepresentationsCode1
Self-Supervised Learning via Maximum Entropy CodingCode1
Quo Vadis: Is Trajectory Forecasting the Key Towards Long-Term Multi-Object Tracking?Code1
EnsembleMOT: A Step towards Ensemble Learning of Multiple Object TrackingCode1
Multiple Object Tracking from appearance by hierarchically clustering trackletsCode1
Trans2k: Unlocking the Power of Deep Models for Transparent Object TrackingCode1
SoccerNet 2022 Challenges ResultsCode1
BURST: A Benchmark for Unifying Object Recognition, Segmentation and Tracking in VideoCode1
PixTrack: Precise 6DoF Object Pose Tracking using NeRF Templates and Feature-metric AlignmentCode1
Real-time 3D Single Object Tracking with TransformerCode1
RGBD1K: A Large-scale Dataset and Benchmark for RGB-D Object TrackingCode1
Learning Spatial-Frequency Transformer for Visual Object TrackingCode1
Real-Time Accident Detection in Traffic Surveillance Using Deep LearningCode1
Towards Sequence-Level Training for Visual TrackingCode1
Exploring Point-BEV Fusion for 3D Point Cloud Object Tracking with TransformerCode1
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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