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 151175 of 1966 papers

TitleStatusHype
GSOT3D: Towards Generic 3D Single Object Tracking in the WildCode0
Eyes on the Road: State-of-the-Art Video Question Answering Models Assessment for Traffic Monitoring TasksCode0
Referring Video Object Segmentation via Language-aligned Track SelectionCode1
A2VIS: Amodal-Aware Approach to Video Instance Segmentation0
6DOPE-GS: Online 6D Object Pose Estimation using Gaussian Splatting0
Object Tracking in a 360^o View: A Novel Perspective on Bridging the Gap to Biomedical Advancements0
MCBLT: Multi-Camera Multi-Object 3D Tracking in Long Videos0
Perception Test 2024: Challenge Summary and a Novel Hour-Long VideoQA Benchmark0
CrossTracker: Robust Multi-modal 3D Multi-Object Tracking via Cross Correction0
Visual SLAMMOT Considering Multiple Motion Models0
HOT3D: Hand and Object Tracking in 3D from Egocentric Multi-View Videos0
A comparison of extended object tracking with multi-modal sensors in indoor environment0
A Distractor-Aware Memory for Visual Object Tracking with SAM2Code3
MambaTrack: Exploiting Dual-Enhancement for Night UAV Tracking0
FastTrackTr:Towards Fast Multi-Object Tracking with Transformers0
MambaVLT: Time-Evolving Multimodal State Space Model for Vision-Language Tracking0
How Texts Help? A Fine-grained Evaluation to Reveal the Role of Language in Vision-Language Tracking0
ClickTrack: Towards Real-time Interactive Single Object Tracking0
Teaching VLMs to Localize Specific Objects from In-context ExamplesCode1
Enhancing Thermal MOT: A Novel Box Association Method Leveraging Thermal Identity and Motion SimilarityCode0
Improved Estimation Accuracy in OFDM-based Joint Communication and Sensing through Kalman Tracking and Interpolation0
SAMURAI: Adapting Segment Anything Model for Zero-Shot Visual Tracking with Motion-Aware MemoryCode9
Learning a Neural Association Network for Self-supervised Multi-Object Tracking0
Real-Time AI-Driven People Tracking and Counting Using Overhead Cameras0
MOT FCG++: Enhanced Representation of Spatio-temporal Motion and Appearance Features0
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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