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 5175 of 1966 papers

TitleStatusHype
XTrack: Multimodal Training Boosts RGB-X Video Object TrackersCode2
ADA-Track++: End-to-End Multi-Camera 3D Multi-Object Tracking with Alternating Detection and AssociationCode2
Outlier-robust Kalman Filtering through Generalised BayesCode2
SFSORT: Scene Features-based Simple Online Real-Time TrackerCode2
SceneTracker: Long-term Scene Flow Estimation NetworkCode2
OmniVid: A Generative Framework for Universal Video UnderstandingCode2
Elysium: Exploring Object-level Perception in Videos via MLLMCode2
SDSTrack: Self-Distillation Symmetric Adapter Learning for Multi-Modal Visual Object TrackingCode2
Fast-Poly: A Fast Polyhedral Framework For 3D Multi-Object TrackingCode2
Lifting Multi-View Detection and Tracking to the Bird's Eye ViewCode2
NetTrack: Tracking Highly Dynamic Objects with a NetCode2
NeuFlow: Real-time, High-accuracy Optical Flow Estimation on Robots Using Edge DevicesCode2
Long-term Frame-Event Visual Tracking: Benchmark Dataset and BaselineCode2
Beyond MOT: Semantic Multi-Object TrackingCode2
Delving into the Trajectory Long-tail Distribution for Muti-object TrackingCode2
VastTrack: Vast Category Visual Object TrackingCode2
Motion2VecSets: 4D Latent Vector Set Diffusion for Non-rigid Shape Reconstruction and TrackingCode2
ARTrackV2: Prompting Autoregressive Tracker Where to Look and How to DescribeCode2
Prototype-based Cross-Modal Object TrackingCode2
Cross-Modal Object Tracking via Modality-Aware Fusion Network and A Large-Scale DatasetCode2
UCMCTrack: Multi-Object Tracking with Uniform Camera Motion CompensationCode2
TrackDiffusion: Tracklet-Conditioned Video Generation via Diffusion ModelsCode2
Event Stream-based Visual Object Tracking: A High-Resolution Benchmark Dataset and A Novel BaselineCode2
RaTrack: Moving Object Detection and Tracking with 4D Radar Point CloudCode2
TOPIC: A Parallel Association Paradigm for Multi-Object Tracking under Complex Motions and Diverse ScenesCode2
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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