From patchwork Thu Mar 22 18:42:10 2018 Content-Type: text/plain; charset="utf-8" MIME-Version: 1.0 Content-Transfer-Encoding: 8bit X-Patchwork-Submitter: Mina X-Patchwork-Id: 8106 Delivered-To: ffmpegpatchwork@gmail.com Received: by 10.2.1.70 with SMTP id c67csp1170041jad; Thu, 22 Mar 2018 11:48:28 -0700 (PDT) X-Google-Smtp-Source: AG47ELuGCZwUs5pkltz+mEPq8/fNkMRhXOlGG4HRKS4KA4OV6amx2aNYc8HRgf1824CcURHAdWzB X-Received: by 10.223.155.207 with SMTP id e15mr13655269wrc.42.1521744508246; Thu, 22 Mar 2018 11:48:28 -0700 (PDT) ARC-Seal: i=1; a=rsa-sha256; t=1521744508; cv=none; d=google.com; s=arc-20160816; b=lkBqE+qpQ2haMACJMU/UNNBzjw1W25MjlyIO9uxrpggYOmAeVX+6pgFIr3YJI4IkvJ cdGqenF1TSAyAsRMuOSDNrsy6GRzkNo5GJ8NdbD+w7BSnvL93WBGZbZPh9ZHQ8mDZsZ5 KA68germPu3WUoVZaqFcejynn52PEDp1XL2ykwH/2jtL58b89yKp58oP2RbJP+hgmyfM /yttsTNv2GY26H0Yi5PU6UZ2rZW6H2wsfnODRXZRZeZb5CJngkIOgj3N2RqsmGWzQGfY 7k8XXdkvFeEva03gSViW6EMPwBBFsiQHP+gOxtfb/jnYIPk7Rz+zGv67CT84FfJI+7dd yS4Q== ARC-Message-Signature: i=1; a=rsa-sha256; c=relaxed/relaxed; d=google.com; s=arc-20160816; h=sender:errors-to:cc:reply-to:list-subscribe:list-help:list-post :list-archive:list-unsubscribe:list-id:precedence:subject :content-language:mime-version:user-agent:date:message-id:from:to :dkim-signature:delivered-to:arc-authentication-results; bh=Gi9L7cS8tfp9q7tBN7r6KK2vh4uqFFhqH1DDzNdr4Qg=; b=xKvI4z45ZJEITaveHwpuddsHzgtDTVuN5wFiv+elyfFpoE4mckAk+Hb3fGqnTV7Roo 3J1TlHLno3m+N9BDQQsAqXckgfvNqL18le30SkIiF6KGVY4NlE+mFrE/btZZW+/0fhQK /T2vicqhY5FYo3DG66CCDdHColuqFzaAP/XrHZq9g6jVUPP51y8o++0mrcvW003SIUtM Ly+A/7YZYBY5WrUoFvntcnG/sJASBijgY5oZZAnGiSEl7KASbD4IdYGBOElzEfrTzWyN cPRQDP0sv/95Bm55UfqCN86oxI+EQwWP5hvaVH5c5/hHh+C/L4H5zMAUpySTEt8BUxWt L1Eg== ARC-Authentication-Results: i=1; mx.google.com; dkim=neutral (body hash did not verify) header.i=@gmail.com header.s=20161025 header.b=laK1CYAf; spf=pass (google.com: domain of ffmpeg-devel-bounces@ffmpeg.org designates 79.124.17.100 as permitted sender) smtp.mailfrom=ffmpeg-devel-bounces@ffmpeg.org; dmarc=fail (p=NONE sp=QUARANTINE dis=NONE) header.from=gmail.com Return-Path: Received: from ffbox0-bg.mplayerhq.hu (ffbox0-bg.ffmpeg.org. [79.124.17.100]) by mx.google.com with ESMTP id i90si5044631wmh.63.2018.03.22.11.48.27; Thu, 22 Mar 2018 11:48:28 -0700 (PDT) Received-SPF: pass (google.com: domain of ffmpeg-devel-bounces@ffmpeg.org designates 79.124.17.100 as permitted sender) client-ip=79.124.17.100; Authentication-Results: mx.google.com; dkim=neutral (body hash did not verify) header.i=@gmail.com header.s=20161025 header.b=laK1CYAf; spf=pass (google.com: domain of ffmpeg-devel-bounces@ffmpeg.org designates 79.124.17.100 as permitted sender) smtp.mailfrom=ffmpeg-devel-bounces@ffmpeg.org; dmarc=fail (p=NONE sp=QUARANTINE dis=NONE) header.from=gmail.com Received: from [127.0.1.1] (localhost [127.0.0.1]) by ffbox0-bg.mplayerhq.hu (Postfix) with ESMTP id CB2E968045D; Thu, 22 Mar 2018 20:48:09 +0200 (EET) X-Original-To: ffmpeg-devel@ffmpeg.org Delivered-To: ffmpeg-devel@ffmpeg.org Received: from mail-wr0-f174.google.com (mail-wr0-f174.google.com [209.85.128.174]) by ffbox0-bg.mplayerhq.hu (Postfix) with ESMTPS id 06E21680429 for ; Thu, 22 Mar 2018 20:48:04 +0200 (EET) Received: by mail-wr0-f174.google.com with SMTP id f14so9746191wre.8 for ; Thu, 22 Mar 2018 11:48:19 -0700 (PDT) DKIM-Signature: v=1; a=rsa-sha256; c=relaxed/relaxed; d=gmail.com; s=20161025; h=to:cc:from:subject:message-id:date:user-agent:mime-version :content-language; bh=cjH10ls6HmjtDjiLPdflCgNxo2Pl/abhTFI1ThSSLC4=; b=laK1CYAfNbO1hA6mpeKC7twscTpdmmTKqkq1Lf1AXWGpE95UnFK7EpNbc7PwKXjJEQ 7E34iHkm2PvqXjbkGgs38KotWG+OTefW5BFFf78O6iMLUZafZQq1rAKKDAVe2kM0Blj3 mtxcm3nLzG96GSD8Y/ZR8oBNbt86e1siLJF+V+SrQXnPoiFihcSNpOaULaI4DtvQvzQ7 NjuvXj5kDhfY66irtgfkYSskIOHViyKYOi5QxmcG7Y8m6YyXBzxG2Z3+gNOMQRSAH9to lswQq3k5K9XKUEfLu+F1Hr1olVpYYV6JXemci/Kva2oXIyEbuItN21+dUHW4Dw5c89Ip FoGw== X-Google-DKIM-Signature: v=1; a=rsa-sha256; c=relaxed/relaxed; d=1e100.net; s=20161025; h=x-gm-message-state:to:cc:from:subject:message-id:date:user-agent :mime-version:content-language; bh=cjH10ls6HmjtDjiLPdflCgNxo2Pl/abhTFI1ThSSLC4=; b=R1V67Nim4+JpDuaLJLmfr7z7M877uGM6eRKn9w2NJ3Fuc0T5iUTm8kXpKH5y4gFSxt Wgx3yMzKBFdGoPkyFHXDGidBgEEefPgF7L8nnMv7RtI7n7yy3O7kXHtyGQFeOpOaQqzd 2LvVQdd/ucNojZX7nqilE5+JFhKoHM+RoS2lXooB3Lr7d22yHxrrgkyShtGuH+nQdifK Xo4/hsH5kLQrxM79sul0U+JGKWNnbVN1m+bHqve6QBavyp08NHlHw+GQc3Boik7ulqRc 3BX+4vmv7HA/9yytp+O0qskL9cY42lE0rnXK4IyZh57tMn5pxIKg3Jwz6c9HjRs9qFKm ibZg== X-Gm-Message-State: AElRT7E29xWhc5E0RpJNibgl+rsa7rONdrNwfCb2NJ2zytU5kMbZ1yZD FmYCOfhXVfQNEpFewxS/r98= X-Received: by 10.223.163.221 with SMTP id m29mr22085220wrb.4.1521744134038; Thu, 22 Mar 2018 11:42:14 -0700 (PDT) Received: from [192.168.1.100] ([41.234.139.173]) by smtp.gmail.com with ESMTPSA id k126sm4363068wmg.24.2018.03.22.11.42.11 (version=TLS1_2 cipher=ECDHE-RSA-AES128-GCM-SHA256 bits=128/128); Thu, 22 Mar 2018 11:42:13 -0700 (PDT) To: ffmpeg-devel@ffmpeg.org From: Mina Message-ID: Date: Thu, 22 Mar 2018 20:42:10 +0200 User-Agent: Mozilla/5.0 (X11; Linux x86_64; rv:52.0) Gecko/20100101 Thunderbird/52.6.0 MIME-Version: 1.0 Content-Language: en-US X-Content-Filtered-By: Mailman/MimeDel 2.1.20 Subject: [FFmpeg-devel] [PATCH][GSoC] srcnn - an image super resolution filter using CNN X-BeenThere: ffmpeg-devel@ffmpeg.org X-Mailman-Version: 2.1.20 Precedence: list List-Id: FFmpeg development discussions and patches List-Unsubscribe: , List-Archive: List-Post: List-Help: List-Subscribe: , Reply-To: FFmpeg development discussions and patches Cc: Pedro Arthur Errors-To: ffmpeg-devel-bounces@ffmpeg.org Sender: "ffmpeg-devel" Hi,   This patch is introduced as a qualification task required by Super Resolution project for GSoC. It passes patchcheck and make fate and doesn't introduce new warnings. It's implemented by the help of the mentor: Pedro Arthur. It's been tested over 7 images of which 6 got expected results while 1 didn't. Used command for testing: ffmpeg -i input_image -vf "scale=2*iw:2*ih,format=yuv420p,srcnn" output_image. Attached is the patch and here is a link for 3 images with their results; one of which is the one with incorrect result. Please check(the problem maybe in the way I am copying the image) and share some feedback or guidance about what the problem may be and what should I do next regarding the GSoC proposal as I haven't submitted one yet. Is there any template/requirements for proposal? Also note that the algorithm runs convolution without multi-threading on cpu as simple while loops so it's slow for large images. Performance be improved later on. Best regards, Mina Sami. From 2ac25e4456a3ce9a16f688cce590da2521ff4703 Mon Sep 17 00:00:00 2001 From: MinaBombo Date: Thu, 22 Mar 2018 16:53:22 +0200 Subject: [PATCH] Added srcnn filter --- Changelog | 1 + libavfilter/Makefile | 1 + libavfilter/allfilters.c | 1 + libavfilter/srcnn_weights.h | 290 ++++++++++++++++++++++++++++++++++++++++++++ libavfilter/vf_srcnn.c | 261 +++++++++++++++++++++++++++++++++++++++ 5 files changed, 554 insertions(+) create mode 100644 libavfilter/srcnn_weights.h create mode 100644 libavfilter/vf_srcnn.c diff --git a/Changelog b/Changelog index c1b9df4..e153f12 100644 --- a/Changelog +++ b/Changelog @@ -46,6 +46,7 @@ version : They can be found at http://git.videolan.org/?p=ffmpeg/nv-codec-headers.git - native SBC encoder and decoder - drmeter audio filter +- Added image SRCNN(Super Resolution Convolutional Neural Network) filter. No training yet. version 3.4: diff --git a/libavfilter/Makefile b/libavfilter/Makefile index fc16512..b37a956 100644 --- a/libavfilter/Makefile +++ b/libavfilter/Makefile @@ -323,6 +323,7 @@ OBJS-$(CONFIG_SMARTBLUR_FILTER) += vf_smartblur.o OBJS-$(CONFIG_SOBEL_FILTER) += vf_convolution.o OBJS-$(CONFIG_SPLIT_FILTER) += split.o OBJS-$(CONFIG_SPP_FILTER) += vf_spp.o +OBJS-$(CONFIG_SRCNN_FILTER) += vf_srcnn.o OBJS-$(CONFIG_SSIM_FILTER) += vf_ssim.o framesync.o OBJS-$(CONFIG_STEREO3D_FILTER) += vf_stereo3d.o OBJS-$(CONFIG_STREAMSELECT_FILTER) += f_streamselect.o framesync.o diff --git a/libavfilter/allfilters.c b/libavfilter/allfilters.c index cc423af..42f409c 100644 --- a/libavfilter/allfilters.c +++ b/libavfilter/allfilters.c @@ -332,6 +332,7 @@ static void register_all(void) REGISTER_FILTER(SOBEL, sobel, vf); REGISTER_FILTER(SPLIT, split, vf); REGISTER_FILTER(SPP, spp, vf); + REGISTER_FILTER(SRCNN, srcnn, vf); REGISTER_FILTER(SSIM, ssim, vf); REGISTER_FILTER(STEREO3D, stereo3d, vf); REGISTER_FILTER(STREAMSELECT, streamselect, vf); diff --git a/libavfilter/srcnn_weights.h b/libavfilter/srcnn_weights.h new file mode 100644 index 0000000..6497b1e --- /dev/null +++ b/libavfilter/srcnn_weights.h @@ -0,0 +1,290 @@ +/* + * Copyright (c) 2018 Mina Sami + * + * 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 + * Super resolution filter pretrained weights + * + * @see https://arxiv.org/abs/1501.00092 + */ + +#ifndef AVFILTER_SRCNN_WEIGHTS_H +#define AVFILTER_SRCNN_WEIGHTS_H + +const int ff_cnn_num_filters[] = { + 1, 64, 32, 1 +}; + +const int ff_cnn_size_filters[] = { + 1, 9, 1, 5 +}; + +static const float weights1_64x81[] = { 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+0.011624,0.0046318,0.0031521,0.0015066,0.0030794,0.011075,-0.0013151,0.0031256,-0.0016375,-0.0024924,0.0038245,-0.0030981,0.035595,-0.00082805,-0.0044747,0.0013659,-0.0054627,-0.0021892,-0.0032666,-0.00088623,0.005186,0.005903,0.0066537,0.0042462,0.0046949, +0.0042922,-0.012866,0.0077376,-0.0092877,0.0041404,-0.018346,-0.023602,0.0036819,-0.033829,-0.0025713,-0.0096208,0.042019,0.10133,0.010724,0.015642,-0.014492,-0.0099553,-0.004158,-0.047724,0.001651,0.0015475,-0.0043672,-0.0085801,-0.032517,0.013099, +0.0036017,-0.015348,-0.0016007,-0.026466,-0.024156,-0.028922,-0.010726,0.035655,-0.01486,-0.024257,-0.072175,-0.014718,0.033047,0.0077159,-0.03106,-0.016381,-0.045895,0.040367,-0.029738,-0.045123,0.0014243,-0.024956,0.034193,-0.010747,-0.015423, +}; + + +static const float biases1_64[] = { + -0.016607, +-0.011107, +-0.004831, +-0.048674, +-0.030041, +-0.072972, +-0.019459, +-0.009738, +0.69512, +-0.073694, +-0.013542, +0.010336, +-0.029562, +0.018691, +-0.021675, +0.0040888, +-0.080331, +-0.020802, +-0.00025044, +0.015666, +-0.02444, +-0.00014609, +-5.0048e-05, +-0.0011854, +-8.3538e-05, +0, +-0.00037627, +0.029716, +-9.9403e-05, +-0.020137, +-0.00029498, +0.019286, +0.0055777, +-0.070032, +-0.024399, +-1.7727e-05, +0.0050997, +-0.011212, +0.0045361, +-0.024612, +-0.022536, +-0.00016232, +-0.00017363, +-1.5526e-05, +-0.065597, +-0.0065806, +6.6839e-06, +0.025229, +-0.0013731, +0.030352, +0, +0.0032856, +0.0055279, +0.020767, +-0.0084906, +0.026332, +-0.04679, +0.01033, +-0.023649, +0.027852, +0.054407, +-0.080683, +-0.0094465, +-0.046632, +}; + + +static const float biases2_32[] = { +0.12326, +0.13271, +0.070827, +0.051456, +0.058446, +0.13153, +0.080973, +0.10153, +0.055915, +0.052282, +-0.11213, +0.074621, +-0.10301, +0.10818, +0.15687, +0.18226, +0.06781, +-0.027867, +0.10958, +0.034253, +0.059884, +-0.048186, +0.074781, +-0.073381, +-0.022101, +-0.049476, +0.00016185, +0.16787, +-0.086404, +0.060469, +-0.17338, +0.2655, +}; + +static const float biases3_1[] = {0.050377}; + +const float *ff_cnn_weights[] = { + NULL, weights1_64x81, weights2_32x64x1, weights3_32x25 +}; + +const float *ff_cnn_biases[] = { + NULL, biases1_64, biases2_32, biases3_1 +}; + +#endif /* AVFILTER_SRCNN_WEIGHTS_H */ \ No newline at end of file diff --git a/libavfilter/vf_srcnn.c b/libavfilter/vf_srcnn.c new file mode 100644 index 0000000..23dd955 --- /dev/null +++ b/libavfilter/vf_srcnn.c @@ -0,0 +1,261 @@ +/* + * Copyright (c) 2018 Mina Sami + * + * 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 + * Super resolution filter + * + * @see https://arxiv.org/abs/1501.00092 + */ + +#include "libavutil/avassert.h" +#include "libavutil/imgutils.h" +#include "libavutil/opt.h" +#include "avfilter.h" +#include "formats.h" +#include "internal.h" +#include "srcnn_weights.h" +#include "video.h" + +#define NUM_LAYERS 3 + +typedef float** Kernel; + +typedef struct CNNLayer{ + int num_filters, size_filter; + int in_num_filters; + Kernel **weights; + float *biases; + float **out; +} CNNLayer; + +typedef struct SRCNNContext { + const AVClass *class; + + CNNLayer layers[NUM_LAYERS+1]; +} SRCNNContext; + +static const AVOption srcnn_options[] = { + { NULL } +}; + +AVFILTER_DEFINE_CLASS(srcnn); + +static Kernel srcnn_malloc_kernel(int size) +{ + Kernel kernel; + int i; + + if (!(kernel = av_malloc_array(size, sizeof(float*)))) + return NULL; + for (i=0; ipriv; + int index, l, cf, pf, r, c; + + for (l=1; l<=NUM_LAYERS; ++l){ + srcnn->layers[l].num_filters = ff_cnn_num_filters[l]; + srcnn->layers[l].size_filter = ff_cnn_size_filters[l]; + srcnn->layers[l].in_num_filters = ff_cnn_num_filters[l-1]; + + if (!(srcnn->layers[l].weights = av_malloc_array(srcnn->layers[l].num_filters, sizeof(Kernel*)))) + return AVERROR(ENOMEM); + for (cf=0; cflayers[l].num_filters; ++cf){ + if (!(srcnn->layers[l].weights[cf] = av_malloc_array(srcnn->layers[l].in_num_filters, sizeof(Kernel) ))) + return AVERROR(ENOMEM); + for (pf=0; pflayers[l].in_num_filters; ++pf) + if (!(srcnn->layers[l].weights[cf][pf] = srcnn_malloc_kernel(srcnn->layers[l].size_filter))) + return AVERROR(ENOMEM); + } + index = 0; + for (cf=0; cflayers[l].num_filters; ++cf) + for (pf=0; pflayers[l].in_num_filters; ++pf) + for (r=0; rlayers[l].size_filter; ++r) + for (c=0; clayers[l].size_filter; ++c) + srcnn->layers[l].weights[cf][pf][r][c] = ff_cnn_weights[l][index++]; + + if (!(srcnn->layers[l].biases = av_malloc_array(srcnn->layers[l].num_filters, sizeof(float) ))) + return AVERROR(ENOMEM); + memcpy(srcnn->layers[l].biases, ff_cnn_biases[l], srcnn->layers[l].num_filters); + } + + return 0; +} + +static int query_formats(AVFilterContext *ctx) +{ + static const enum AVPixelFormat pix_fmts[] = { + AV_PIX_FMT_YUV444P, AV_PIX_FMT_YUV440P, + AV_PIX_FMT_YUV422P, AV_PIX_FMT_YUV420P, + AV_PIX_FMT_YUV411P, AV_PIX_FMT_YUV410P, + AV_PIX_FMT_NONE + }; + + return ff_set_common_formats(ctx, ff_make_format_list(pix_fmts)); +} + +static int config_props(AVFilterLink *inlink) +{ + AVFilterContext *ctx = inlink->dst; + SRCNNContext *srcnn = ctx->priv; + int l, f; + + for (l=1; l<=NUM_LAYERS; ++l){ + if (!(srcnn->layers[l].out = av_malloc_array(srcnn->layers[l].num_filters, sizeof(float*) ))) + return AVERROR(ENOMEM); + for (f=0; flayers[l].num_filters; ++f) + if (!(srcnn->layers[l].out[f] = av_malloc_array(inlink->w*inlink->h, sizeof(float) ))) + return AVERROR(ENOMEM); + } + + return 0; +} + +#define THRESHOLD(val, thresh_min, thresh_max)({\ + val = val < thresh_min ? thresh_min : val;\ + val = val > thresh_max ? thresh_max : val;\ +}) + +enum ConvDataType { + CONV_FLOAT, + CONV_UINT8 +}; + +static void convolute(float *dst, const void **src, enum ConvDataType src_dt, + int n, int w, int h, int dst_linesize, int src_linesize, + int kernelsize, Kernel *kernel, float bias){ + int pivot = (kernelsize+1)>>2; + int rel_beg = -pivot; + int src_ind, src_rind, src_cind; + int row, col, i, j, k; + + for (row=0; rowdst; + SRCNNContext *srcnn = ctx->priv; + AVFilterLink *outlink = ctx->outputs[0]; + AVFrame *out; + int cf, l, i, j; + + out = ff_get_video_buffer(outlink, outlink->w, outlink->h); + if (!out) { + av_frame_free(&in); + return AVERROR(ENOMEM); + } + av_frame_copy_props(out, in); + + for (cf=0; cflayers[1].num_filters; ++cf) + convolute(srcnn->layers[1].out[cf], (const void **)&in->data, CONV_UINT8, 1, inlink->w, inlink->h, + inlink->w, in->linesize[0], srcnn->layers[1].size_filter, srcnn->layers[1].weights[cf], + srcnn->layers[1].biases[cf]); + for (l=2; l<=NUM_LAYERS; ++l) + for (cf=0; cflayers[l].num_filters; ++cf) + convolute(srcnn->layers[l].out[cf], (const void **)srcnn->layers[l-1].out, CONV_FLOAT, srcnn->layers[l].in_num_filters, + inlink->w, inlink->h, inlink->w, inlink->w, srcnn->layers[l].size_filter, srcnn->layers[l].weights[cf], + srcnn->layers[l].biases[cf]); + + av_image_copy(out->data, out->linesize, (const uint8_t **)in->data, in->linesize, inlink->format, inlink->w, inlink->h); + for (i=0; ih; ++i){ + for (j=0; jw; ++j){ + THRESHOLD(srcnn->layers[NUM_LAYERS].out[0][i*inlink->w+j], 0, 255); + out->data[0][i*out->linesize[0]+j] = (uint8_t)srcnn->layers[NUM_LAYERS].out[0][i*inlink->w+j]; + } + } + + av_frame_free(&in); + return ff_filter_frame(outlink, out); +} + +static av_cold void uninit(AVFilterContext *ctx) +{ + SRCNNContext *srcnn = ctx->priv; + int l, i, j; + + for (l=1; l<=NUM_LAYERS; ++l){ + av_freep(&srcnn->layers[l].biases); + av_freep(srcnn->layers[l].out); + for (i=0; ilayers[l].num_filters; ++i){ + for (j=0; jlayers[l].in_num_filters; ++j) + av_freep(srcnn->layers[l].weights[i][j]); + av_freep(srcnn->layers[l].weights[i]); + } + av_freep(srcnn->layers[l].weights); + } +} + +static const AVFilterPad srcnn_inputs[] = { + { .name = "default", + .type = AVMEDIA_TYPE_VIDEO, + .config_props = config_props, + .filter_frame = filter_frame, + }, + { NULL } +}; + +static const AVFilterPad srcnn_outputs[] = { + { .name = "default", + .type = AVMEDIA_TYPE_VIDEO, + }, + { NULL } +}; + +AVFilter ff_vf_srcnn = { + .name = "srcnn", + .description = NULL_IF_CONFIG_SMALL("Super resolution."), + .priv_size = sizeof(SRCNNContext), + .init = init, + .uninit = uninit, + .query_formats = query_formats, + .inputs = srcnn_inputs, + .outputs = srcnn_outputs, + .priv_class = &srcnn_class, + .flags = AVFILTER_FLAG_SUPPORT_TIMELINE_GENERIC, +}; \ No newline at end of file -- 2.7.4