diff options
author | Sergey Lavrushkin <dualfal@gmail.com> | 2018-05-25 20:31:04 +0300 |
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committer | Pedro Arthur <bygrandao@gmail.com> | 2018-05-29 10:02:30 -0300 |
commit | bdf1bbdbb4ebb342c0267d0f77cd06e717197e65 (patch) | |
tree | 9dcfad8953ce29cc74d8f152ee8c462cf4b72fe7 /libavfilter/dnn_srcnn.h | |
parent | cba167934bb2d634f400d3b06cec2b0f99d5de9d (diff) | |
download | ffmpeg-bdf1bbdbb4ebb342c0267d0f77cd06e717197e65.tar.gz |
Adds dnn inference module for simple convolutional networks. Reimplements srcnn filter based on it.
Signed-off-by: Pedro Arthur <bygrandao@gmail.com>
Diffstat (limited to 'libavfilter/dnn_srcnn.h')
-rw-r--r-- | libavfilter/dnn_srcnn.h | 2080 |
1 files changed, 2080 insertions, 0 deletions
diff --git a/libavfilter/dnn_srcnn.h b/libavfilter/dnn_srcnn.h new file mode 100644 index 0000000000..e3105e4281 --- /dev/null +++ b/libavfilter/dnn_srcnn.h @@ -0,0 +1,2080 @@ +/* + * Copyright (c) 2018 Sergey Lavrushkin + * + * This file is part of FFmpeg. + * + * FFmpeg is free software; you can redistribute it and/or + * modify it under the terms of the GNU Lesser General Public + * License as published by the Free Software Foundation; either + * version 2.1 of the License, or (at your option) any later version. + * + * FFmpeg is distributed in the hope that it will be useful, + * but WITHOUT ANY WARRANTY; without even the implied warranty of + * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU + * Lesser General Public License for more details. + * + * You should have received a copy of the GNU Lesser General Public + * License along with FFmpeg; if not, write to the Free Software + * Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301 USA + */ + +/** + * @file + * Default cnn weights for x2 upsampling with srcnn filter. + */ + +#ifndef AVFILTER_DNN_SRCNN_H +#define AVFILTER_DNN_SRCNN_H + +static const float conv1_kernel[] = { + -0.08866338f, 0.055409566f, 0.037196506f, -0.11961404f, + -0.12341991f, 0.29963422f, -0.0911817f, -0.00013613555f, + -0.049023595f, 0.038421184f, -0.077267796f, 0.027273094f, + 0.4576209f, 0.023581645f, -0.20363852f, -0.07738442f, + 0.07288404f, 0.06679897f, -0.07315085f, 0.2665306f, + 0.07836371f, -0.28985283f, -0.5069129f, 0.04466513f, + -0.06246859f, -0.024424827f, -0.02907293f, -0.16884787f, + 0.20686236f, -0.25367007f, -0.384997f, -0.12601902f, + 0.72578824f, 0.09588378f, -0.044872783f, -0.011251596f, + 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-0.001185404f, + -8.3538194e-05f, 0.0f, -0.00037626884f, 0.02971581f, + -9.940329e-05f, -0.020136558f, -0.00029498152f, 0.019285819f, + 0.0055777165f, -0.07003153f, -0.024398552f, -1.772693e-05f, + 0.0050997124f, -0.011211924f, 0.004536128f, -0.024612177f, + -0.022535782f, -0.00016232267f, -0.00017362963f, -1.552602e-05f, + -0.06559696f, -0.0065806108f, 6.6839266e-06f, 0.025228953f, + -0.0013730666f, 0.03035182f, 0.0f, 0.003285622f, + 0.0055278814f, 0.020766519f, -0.008490622f, 0.026332268f, + -0.046789873f, 0.010329567f, -0.02364932f, 0.027851572f, + 0.054407462f, -0.08068252f, -0.009446503f, -0.04663234f +}; + +static const float conv2_kernel[] = { + -0.24004751f, 0.1037138f, 0.11173403f, 0.04352092f, + -0.23728481f, 0.12153747f, -0.23676059f, -0.28548065f, + -0.612738f, -0.12218937f, -0.06005159f, 0.1850652f, + 0.16014674f, 0.13922939f, 0.21359426f, 0.10787945f, + -0.26999104f, -0.14241326f, -0.0013871012f, -0.004951588f, + 0.34021696f, 0.00055816956f, 4.7351106e-05f, 0.0037513396f, 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{ + 0.12326373f, 0.13270757f, 0.07082674f, 0.051456157f, + 0.058445618f, 0.13153197f, 0.0809729f, 0.10153213f, + 0.055915363f, 0.05228166f, -0.11212896f, 0.07462141f, + -0.10300769f, 0.10817513f, 0.15686865f, 0.1822583f, + 0.06780991f, -0.027867194f, 0.10957543f, 0.034252886f, + 0.05988423f, -0.0481856f, 0.074781254f, -0.07338138f, + -0.022100607f, -0.049476217f, 0.0001618523f, 0.16787314f, + -0.086404406f, 0.06046943f, -0.1733751f, 0.2654999f +}; + +static const float conv3_kernel[] = { + -0.01733648f, 0.01492609f, 0.019393086f, -0.004445322f, + 0.026939709f, 0.00038831023f, 0.004221528f, 0.0050745453f, + 0.0129861f, 0.008007169f, 0.008950762f, 0.005279691f, + 0.015198747f, -0.010862989f, 0.011825689f, -0.019965801f, + 0.007991939f, -0.004620696f, 0.011911056f, 0.0043943473f, + -0.015274506f, 0.007058924f, 0.010290278f, 0.013065045f, + -0.010343008f, 0.017746344f, -4.6092932e-06f, -0.0030044178f, + 0.004238005f, 0.011623516f, 0.0042921947f, 0.0036016756f, + 0.025046846f, 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-0.024534391f, -0.0071554724f, -0.014008383f, 0.0050018425f, + 0.00020401525f, -0.008169618f, -0.021851186f, 0.008030192f, + -0.005056478f, -0.024147807f, -0.0136337085f, 0.006448823f, + -0.029981539f, -0.03735398f, -6.9212547e-06f, 0.033992097f, + -0.004451011f, 0.0042461813f, -0.032517195f, -0.010747091f, + -0.0040616756f, 0.002528875f, 0.012356824f, 0.008285874f, + 0.027300466f, -0.007290054f, 0.0016192659f, 0.0096740825f, + 0.014147036f, 0.015116107f, 0.011294763f, 0.0052219853f, + 0.013473306f, -0.0070844297f, 0.017487682f, -0.01886535f, + 0.0091585545f, -0.011141966f, 0.0050981203f, 0.012889761f, + -0.019689016f, 0.002859408f, 0.005369896f, -0.004294142f, + -0.014502201f, 0.014149459f, -4.7262542e-06f, 0.0038339125f, + 0.012931146f, 0.0046948805f, 0.013098622f, -0.015422701f +}; + +static const float conv3_biases[] = { + 0.05037664f +}; + +#endif |