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Datasets/Argoverse

Argoverse

ImagesLiDARPoint cloudVideosCustomIntroduced 2019-01-01

Argoverse is a tracking benchmark with over 30K scenarios collected in Pittsburgh and Miami. Each scenario is a sequence of frames sampled at 10 HZ. Each sequence has an interesting object called “agent”, and the task is to predict the future locations of agents in a 3 seconds future horizon. The sequences are split into training, validation and test sets, which have 205,942, 39,472 and 78,143 sequences respectively. These splits have no geographical overlap.

Source: Learning Lane Graph Representations for Motion Forecasting Image Source: https://arxiv.org/pdf/1911.02620.pdf

Benchmarks

16k/AVG-CDS2D Classification/AVG-CDS2D Object Detection/AVG-CDS2D Semantic Segmentation/mAP2D Semantic Segmentation/mIOU2D Semantic Segmentation/mIoU3D/AVG-CDS3D Object Detection/AVG-CDSObject Detection/AVG-CDSScene Parsing/mAPScene Parsing/mIOUScene Parsing/mIoUScene Understanding/mAPScene Understanding/mIOUScene Understanding/mIoUTrajectory Prediction/MR (K=6)Trajectory Prediction/brier-minFDE (K=6)Trajectory Prediction/minADE (K=6)Trajectory Prediction/minFDE (K=6)road scene understanding/mAProad scene understanding/mIOUroad scene understanding/mIoU

Related Benchmarks

Argoverse 2/Dynamic Point Removal/associated accuracyArgoverse 2/Dynamic Point Removal/dynamic accuracyArgoverse 2/Dynamic Point Removal/static accuracyArgoverse 2/Scene Flow Estimation/EPE 3-WayArgoverse 2/Scene Flow Estimation/EPE Background StaticArgoverse 2/Scene Flow Estimation/EPE Foreground DynamicArgoverse 2/Scene Flow Estimation/EPE Foreground StaticArgoverse CVPR 2020/3D Object Tracking/AVG-RANKArgoverse CVPR 2020/Autonomous Driving/DAC (K=6)Argoverse CVPR 2020/Autonomous Driving/MR (K=1)Argoverse CVPR 2020/Autonomous Driving/MR (K=6)Argoverse CVPR 2020/Autonomous Driving/brier-minFDE (K=6)Argoverse CVPR 2020/Autonomous Driving/minADE (K=1)Argoverse CVPR 2020/Autonomous Driving/minADE (K=6)Argoverse CVPR 2020/Autonomous Driving/minFDE (K=1)Argoverse CVPR 2020/Autonomous Driving/minFDE (K=6)Argoverse CVPR 2020/Autonomous Vehicles/DAC (K=6)Argoverse CVPR 2020/Autonomous Vehicles/MR (K=1)Argoverse CVPR 2020/Autonomous Vehicles/MR (K=6)Argoverse CVPR 2020/Autonomous Vehicles/brier-minFDE (K=6)Argoverse CVPR 2020/Autonomous Vehicles/minADE (K=1)Argoverse CVPR 2020/Autonomous Vehicles/minADE (K=6)Argoverse CVPR 2020/Autonomous Vehicles/minFDE (K=1)Argoverse CVPR 2020/Autonomous Vehicles/minFDE (K=6)Argoverse CVPR 2020/Motion Forecasting/DAC (K=6)Argoverse CVPR 2020/Motion Forecasting/MR (K=1)Argoverse CVPR 2020/Motion Forecasting/MR (K=6)Argoverse CVPR 2020/Motion Forecasting/brier-minFDE (K=6)Argoverse CVPR 2020/Motion Forecasting/minADE (K=1)Argoverse CVPR 2020/Motion Forecasting/minADE (K=6)Argoverse CVPR 2020/Motion Forecasting/minFDE (K=1)Argoverse CVPR 2020/Motion Forecasting/minFDE (K=6)Argoverse-HD (Detection-Only, Test)/16k/APArgoverse-HD (Detection-Only, Test)/2D Classification/APArgoverse-HD (Detection-Only, Test)/2D Object Detection/APArgoverse-HD (Detection-Only, Test)/3D/APArgoverse-HD (Detection-Only, Test)/Object Detection/APArgoverse-HD (Detection-Only, Val)/16k/APArgoverse-HD (Detection-Only, Val)/2D Classification/APArgoverse-HD (Detection-Only, Val)/2D Object Detection/APArgoverse-HD (Detection-Only, Val)/3D/APArgoverse-HD (Detection-Only, Val)/Object Detection/APArgoverse-HD (Full-Stack, Test)/16k/APArgoverse-HD (Full-Stack, Test)/2D Classification/APArgoverse-HD (Full-Stack, Test)/2D Object Detection/APArgoverse-HD (Full-Stack, Test)/3D/APArgoverse-HD (Full-Stack, Test)/Object Detection/APArgoverse-HD (Full-Stack, Val)/16k/APArgoverse-HD (Full-Stack, Val)/16k/sAPArgoverse-HD (Full-Stack, Val)/2D Classification/APArgoverse-HD (Full-Stack, Val)/2D Classification/sAPArgoverse-HD (Full-Stack, Val)/2D Object Detection/APArgoverse-HD (Full-Stack, Val)/2D Object Detection/sAPArgoverse-HD (Full-Stack, Val)/3D/APArgoverse-HD (Full-Stack, Val)/3D/sAPArgoverse-HD (Full-Stack, Val)/Object Detection/APArgoverse-HD (Full-Stack, Val)/Object Detection/sAPArgoverse2/16k/mAPArgoverse2/2D Classification/mAPArgoverse2/2D Object Detection/mAPArgoverse2/3D/mAPArgoverse2/3D Object Detection/mAPArgoverse2/HD semantic map learning/Chamfer APArgoverse2/HD semantic map learning/Frechet APArgoverse2/Object Detection/mAPArgoverse2/Trajectory Prediction/MR (K=6)Argoverse2/Trajectory Prediction/brier-minFDE (K=6)Argoverse2/Trajectory Prediction/minADE (K=6)Argoverse2/Trajectory Prediction/minFDE (K=6)

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Papers
386
Benchmarks
22

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Tasks

16k2D Classification2D Object Detection2D Semantic Segmentation3D3D Object Detection3D Object TrackingMonocular Cross-View Road Scene Parsing(Road)Monocular Cross-View Road Scene Parsing(Vehicle)Motion ForecastingObject DetectionScene ParsingScene UnderstandingTrajectory Predictionroad scene understanding