paper-with-me

Panoptic

CMU Panoptic Studio

홈페이지 · 논문 131편

CMU Panoptic is a large scale dataset providing 3D pose annotations (1.5 millions) for multiple people engaging social activities. It contains 65 videos (5.5 hours) with multi-view annotations, but only 17 of them are in multi-person scenario and have the camera parameters. Massively Multiview System * 480 VGA camera views * 30+ HD views * 10 RGB-D sensors * Hardware-based sync * Calibration * Interesting Scenes with Labels Multiple people * Socially interacting groups * 3D body pose * 3D facial landmarks * Transcripts + speaker ID Hardware setup * 480 VGA cameras, 640 x 480 resolution, 25 fps, synchronized among themselves using a hardware clock * 31 HD cameras, 1920 x 1080 resolution, 30 fps, synchronized among themselves using a hardware clock, timing aligned with VGA cameras * 10 Kinect Ⅱ Sensors. 1920 x 1080 (RGB), 512 x 424 (depth), 30 fps, timing aligned among themselves and other sensors 5 DLP Projectors. synchronized with HD cameras Source: Single-Stage Multi-Person Pose Machines Image Source: http://domedb.perception.cs.cmu.edu/

Images

벤치마크

3D Multi-Person Pose Estimation on Panoptic 결과 100개
3D Human Pose Estimation on Panoptic 결과 36개
Head Pose Estimation on Panoptic 결과 18개
3D Human Pose Tracking on Panoptic 결과 2개