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 150 of 1966 papers

TitleStatusHype
SAMURAI: Adapting Segment Anything Model for Zero-Shot Visual Tracking with Motion-Aware MemoryCode9
Underwater Camouflaged Object Tracking Meets Vision-Language SAM2Code5
Matching Anything by Segmenting AnythingCode5
Awesome Multi-modal Object TrackingCode5
Track Anything: Segment Anything Meets VideosCode5
Medical SAM 2: Segment medical images as video via Segment Anything Model 2Code4
Trackastra: Transformer-based cell tracking for live-cell microscopyCode4
CoTracker: It is Better to Track TogetherCode4
Segment and Track AnythingCode4
SiamMask: A Framework for Fast Online Object Tracking and SegmentationCode4
VideoChat-R1: Enhancing Spatio-Temporal Perception via Reinforcement Fine-TuningCode3
A Distractor-Aware Memory for Visual Object Tracking with SAM2Code3
MCTrack: A Unified 3D Multi-Object Tracking Framework for Autonomous DrivingCode3
BoostTrack++: using tracklet information to detect more objects in multiple object trackingCode3
Panacea+: Panoramic and Controllable Video Generation for Autonomous DrivingCode3
FruitNeRF: A Unified Neural Radiance Field based Fruit Counting FrameworkCode3
BoostTrack: boosting the similarity measure and detection confidence for improved multiple object trackingCode3
Multiple Object Tracking as ID PredictionCode3
BundleSDF: Neural 6-DoF Tracking and 3D Reconstruction of Unknown ObjectsCode3
Universal Instance Perception as Object Discovery and RetrievalCode3
Deep OC-SORT: Multi-Pedestrian Tracking by Adaptive Re-IdentificationCode3
Cross Modal Transformer: Towards Fast and Robust 3D Object DetectionCode3
BoT-SORT: Robust Associations Multi-Pedestrian TrackingCode3
Observation-Centric SORT: Rethinking SORT for Robust Multi-Object TrackingCode3
R1-Track: Direct Application of MLLMs to Visual Object Tracking via Reinforcement LearningCode2
RGBTrack: Fast, Robust Depth-Free 6D Pose Estimation and TrackingCode2
Focusing on Tracks for Online Multi-Object TrackingCode2
SANSA: Unleashing the Hidden Semantics in SAM2 for Few-Shot SegmentationCode2
CAMELTrack: Context-Aware Multi-cue ExpLoitation for Online Multi-Object TrackingCode2
GLUS: Global-Local Reasoning Unified into A Single Large Language Model for Video SegmentationCode2
SAM2MOT: A Novel Paradigm of Multi-Object Tracking by SegmentationCode2
MUST: The First Dataset and Unified Framework for Multispectral UAV Single Object TrackingCode2
ROS-SAM: High-Quality Interactive Segmentation for Remote Sensing Moving ObjectCode2
OVTR: End-to-End Open-Vocabulary Multiple Object Tracking with TransformerCode2
TrackOcc: Camera-based 4D Panoptic Occupancy TrackingCode2
Omnidirectional Multi-Object TrackingCode2
Event Stream-based Visual Object Tracking: HDETrack V2 and A High-Definition BenchmarkCode2
YOLO11-JDE: Fast and Accurate Multi-Object Tracking with Self-Supervised Re-IDCode2
SUTrack: Towards Simple and Unified Single Object TrackingCode2
Cross-View Referring Multi-Object TrackingCode2
Exploiting Multimodal Spatial-temporal Patterns for Video Object TrackingCode2
Joint Perception and Prediction for Autonomous Driving: A SurveyCode2
Exploring Enhanced Contextual Information for Video-Level Object TrackingCode2
GTA: Global Tracklet Association for Multi-Object Tracking in SportsCode2
One Token to Seg Them All: Language Instructed Reasoning Segmentation in VideosCode2
Progressive Representation Learning for Real-Time UAV TrackingCode2
RockTrack: A 3D Robust Multi-Camera-Ken Multi-Object Tracking FrameworkCode2
UTrack: Multi-Object Tracking with Uncertain DetectionsCode2
Visible-Thermal Multiple Object Tracking: Large-scale Video Dataset and Progressive Fusion ApproachCode2
P2P: Part-to-Part Motion Cues Guide a Strong Tracking Framework for LiDAR Point CloudsCode2
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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