| Paper Abstract and Keywords |
| Presentation |
2020-02-27 13:00
Video Coding Using Optimal Intra Prediction Mode Estimation by CNN
Ryota Yokoyama, Masahiko Tahara (Waseda Univ.), Heming Sun (Waseda Univ./JST), Masaru Takeuchi (Waseda Univ.), Yasutaka Matsuo (NHK), Jiro Katto (Waseda Univ.) |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
These days, efficient video coding is required due to spread of video production and viewing, and high definition video. In order to select the Rate-Distortion (RD) optimized intra prediction mode, RD cost is used in High Efficiency Video Coding Test Model (HM). However, since calculation of RD cost is computationally intensive, intra prediction modes are filtered to the candidates for RD cost calculation by alternative cost calculation or Most Probable Mode (MPM) with low computational complexity. We introduce video coding using MPMs obtained by Convolutional Neural Network (CNN). As experimental results, we confirmed that our method achieve higher accuracy in optimal intra prediction mode estimation and 0.16% reduction in Y BD-Rate, compared to HM. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Intra prediction / Convolutional Neural Network (CNN) / Most Probable Mode (MPM) / Video coding / / / / |
| Reference Info. |
ITE Tech. Rep. |
| Paper # |
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| Download PDF |
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| Conference Information |
| Committee |
HI IEICE-IE IEICE-ITS MMS ME AIT |
| Conference Date |
2020-02-27 - 2020-02-28 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Hokkaido Univ. |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
Image Processing, etc. |
| Paper Information |
| Registration To |
IEICE-IE |
| Conference Code |
2020-02-HI-IE-ITS-MMS-ME-AIT |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Video Coding Using Optimal Intra Prediction Mode Estimation by CNN |
| Sub Title (in English) |
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| Keyword(1) |
Intra prediction |
| Keyword(2) |
Convolutional Neural Network (CNN) |
| Keyword(3) |
Most Probable Mode (MPM) |
| Keyword(4) |
Video coding |
| Keyword(5) |
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| Keyword(6) |
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| 1st Author's Name |
Ryota Yokoyama |
| 1st Author's Affiliation |
Waseda University (Waseda Univ.) |
| 2nd Author's Name |
Masahiko Tahara |
| 2nd Author's Affiliation |
Waseda University (Waseda Univ.) |
| 3rd Author's Name |
Heming Sun |
| 3rd Author's Affiliation |
Waseda University/Japan Science and Technology Agency (Waseda Univ./JST) |
| 4th Author's Name |
Masaru Takeuchi |
| 4th Author's Affiliation |
Waseda University (Waseda Univ.) |
| 5th Author's Name |
Yasutaka Matsuo |
| 5th Author's Affiliation |
Japan Broadcasting Corporation (NHK) |
| 6th Author's Name |
Jiro Katto |
| 6th Author's Affiliation |
Waseda University (Waseda Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2020-02-27 13:00:00 |
| Presentation Time |
15 minutes |
| Registration for |
IEICE-IE |
| Paper # |
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| Volume (vol) |
vol.44 |
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