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 126150 of 1966 papers

TitleStatusHype
Self-Supervised Cross-View Correspondence with Predictive Cycle Consistency0
Less is More: Token Context-aware Learning for Object TrackingCode1
SUTrack: Towards Simple and Unified Single Object TrackingCode2
Cross-View Referring Multi-Object TrackingCode2
Exploiting Multimodal Spatial-temporal Patterns for Video Object TrackingCode2
Scaling 4D Representations0
MambaLCT: Boosting Tracking via Long-term Context State Space ModelCode1
Joint Perception and Prediction for Autonomous Driving: A SurveyCode2
CompactFlowNet: Efficient Real-time Optical Flow Estimation on Mobile Devices0
Tell Me What to Track: Infusing Robust Language Guidance for Enhanced Referring Multi-Object Tracking0
Exploring Enhanced Contextual Information for Video-Level Object TrackingCode2
Patch-level Sounding Object Tracking for Audio-Visual Question Answering0
Heterogeneous Graph Transformer for Multiple Tiny Object Tracking in RGB-T VideosCode1
Visual Object Tracking across Diverse Data Modalities: A Review0
Analysis of Object Detection Models for Tiny Object in Satellite Imagery: A Dataset-Centric Approach0
TGOSPA Metric Parameters Selection and Evaluation for Visual Multi-object Tracking0
Post-Hoc MOTS: Exploring the Capabilities of Time-Symmetric Multi-Object Tracking0
Balancing Shared and Task-Specific Representations: A Hybrid Approach to Depth-Aware Video Panoptic Segmentation0
Benchmarking Vision-Based Object Tracking for USVs in Complex Maritime Environments0
Enhanced Multi-Object Tracking Using Pose-based Virtual Markers in 3x3 BasketballCode1
Street Gaussians without 3D Object Tracker0
HOLa: HoloLens Object LabelingCode0
Beyond Boxes: Mask-Guided Spatio-Temporal Feature Aggregation for Video Object Detection0
Distillation of Diffusion Features for Semantic Correspondence0
MVCTrack: Boosting 3D Point Cloud Tracking via Multimodal-Guided Virtual CuesCode1
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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