KSL

The Korean Sign Language Dataset

Dataset

• RGB

• [RGB train/val/test]

• Optical Flow

• [Optical Flow train/val/test]

• Video

• Label

Format

• RGB, Optical Flow datasets

RGB : 255 * 255

Optical flow : x, y, magnitude (3 channel) from "High accuracy optical flow estimation based on a theory for warping."

• RGB train/val/test and Optical flow train/val/test file

Networks

• TSN

BN inception

consensus type: average

segments: 7

batch size: 8

dropout rate: 0.7

lr: 0.001

• I3D

Inception-v1

input frames: 32

batch size: 8

lr: 0.001

• LRCN

Vggnet+LSTM

input frames: 16

batch size: 48

lr: 0.001

Paper

• The Korean Sign Language Dataset for Action Recognition