TasksSotADatasetsPapersMethodsSubmitAbout
Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable BenchmarksAll SotADatasetsPapersMethods

Community

Submit ResultsAbout

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Datasets/PIE

PIE

Pedestrian Intention Estimation

MITIntroduced 2019-10-01

PIE is a new dataset for studying pedestrian behavior in traffic. PIE contains over 6 hours of footage recorded in typical traffic scenes with on-board camera. It also provides accurate vehicle information from OBD sensor (vehicle speed, heading direction and GPS coordinates) synchronized with video footage. Rich spatial and behavioral annotations are available for pedestrians and vehicles that potentially interact with the ego-vehicle as well as for the relevant elements of infrastructure (traffic lights, signs and zebra crossings). There are over 300K labeled video frames with 1842 pedestrian samples making this the largest publicly available dataset for studying pedestrian behavior in traffic.

Benchmarks

Trajectory Prediction/MSE(0.5)Trajectory Prediction/MSE(1.0)Trajectory Prediction/MSE(1.5)Trajectory Prediction/C_MSE(1.5)Trajectory Prediction/CF_MSE(1.5)

Related Benchmarks

PIE-Bench/1 Image, 2*2 Stitchi/Background LPIPSPIE-Bench/1 Image, 2*2 Stitchi/Background PSNRPIE-Bench/1 Image, 2*2 Stitchi/CLIPSIMPIE-Bench/1 Image, 2*2 Stitchi/Structure DistancePIE-Bench/10-shot image generation/Background LPIPSPIE-Bench/10-shot image generation/Background PSNRPIE-Bench/10-shot image generation/CLIPSIMPIE-Bench/10-shot image generation/Structure DistancePIE-Bench/Image Generation/Background LPIPSPIE-Bench/Image Generation/Background PSNRPIE-Bench/Image Generation/CLIPSIMPIE-Bench/Image Generation/Structure DistancePIE-Bench/Text-to-Image Generation/Background LPIPSPIE-Bench/Text-to-Image Generation/Background PSNRPIE-Bench/Text-to-Image Generation/CLIPSIMPIE-Bench/Text-to-Image Generation/Structure Distance

Statistics

Papers
6
Benchmarks
5

Links

Homepage

Tasks

Multi-future Trajectory PredictionPedestrian Trajectory PredictionTrajectory ForecastingTrajectory Prediction