Database
https://aistdancedb.ongaaccel.jp/
AIST Dance Video Database (AIST Dance DB) is a shared database containing original street dance videos with copyright-cleared dance music. This is the first large-scale shared database focusing on street dances to promote academic research regarding Dance Information Processing. The AIST Dance DB will foster a variety of new tasks such as
Dance-motion genre classification
Dancer identification
Dance-technique estimation
Unblocking The Main Thread Solving ANRs and Frozen Frames
AIST Dance Video Database: Multi-Genre, Multi-Dancer, and Multi-Camera Database for Dance Information Processing
1. AIST Dance Video Database:
Multi-Genre, Multi-Dancer,
and Multi-Camera Database
for Dance Information Processing
Shuhei Tsuchida, Satoru Fukayama,
Masahiro Hamasaki, Masataka Goto
National Institute of Advanced Industrial Science and Technology (AIST)
ISMIR 2019
2. AIST Dance Video Database:
Multi-Genre, Multi-Dancer,
and Multi-Camera Database
for Dance Information Processing
• Many researchers created
a variety of databases containing music
• The
fi
rst large-scale shared database
focusing on street dances
• Facilitate research on a variety of tasks
related to dancing to music
6. Dance Information Processing
•Dancer identi
fi
cation
•Dance-technique estimation
•Dance-motion genre classi
fi
cation
•Structural analysis of choreographies
•Dance-mood analysis
•etc.
Various types of processing and research
related to dance information
7. Why Dance?
Dance Motion Dance Music
•Dance motion is highly related to music
• Clarify the relationship between motion and music
• Useful for machine-learning purposes and
various benchmarks
8. 1,618 street dances
in 13,940 videos
(multiple cameras)
60 musical pieces
Database Structure
15. Dance-Motion Genre-Classi
fi
cation Task
Summary:
LSTM-based model
0.67 sec: 56.6%
32.0 sec: 91.4 %
Dataset:
210 videos shot from the front
Task: Classifying 10 genres by using their video frames only
50
60
70
80
90
100
40
160
240
320
400
480
560
640
720
800
880
960
1120
1280
1600
Accuracy
(%)
Video frames
Video
?
Break
Pop
Lock
Waack
Krump
House
Middle
hip-hop
Street
jazz