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  1. /*
  2. * Copyright (c) 2019 Xuewei Meng
  3. *
  4. * This file is part of FFmpeg.
  5. *
  6. * FFmpeg is free software; you can redistribute it and/or
  7. * modify it under the terms of the GNU Lesser General Public
  8. * License as published by the Free Software Foundation; either
  9. * version 2.1 of the License, or (at your option) any later version.
  10. *
  11. * FFmpeg is distributed in the hope that it will be useful,
  12. * but WITHOUT ANY WARRANTY; without even the implied warranty of
  13. * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU
  14. * Lesser General Public License for more details.
  15. *
  16. * You should have received a copy of the GNU Lesser General Public
  17. * License along with FFmpeg; if not, write to the Free Software
  18. * Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301 USA
  19. */
  20. /**
  21. * @file
  22. * Filter implementing image derain filter using deep convolutional networks.
  23. * http://openaccess.thecvf.com/content_ECCV_2018/html/Xia_Li_Recurrent_Squeeze-and-Excitation_Context_ECCV_2018_paper.html
  24. */
  25. #include "libavformat/avio.h"
  26. #include "libavutil/opt.h"
  27. #include "avfilter.h"
  28. #include "dnn_filter_common.h"
  29. #include "formats.h"
  30. #include "internal.h"
  31. typedef struct DRContext {
  32. const AVClass *class;
  33. DnnContext dnnctx;
  34. int filter_type;
  35. } DRContext;
  36. #define OFFSET(x) offsetof(DRContext, x)
  37. #define FLAGS AV_OPT_FLAG_FILTERING_PARAM | AV_OPT_FLAG_VIDEO_PARAM
  38. static const AVOption derain_options[] = {
  39. { "filter_type", "filter type(derain/dehaze)", OFFSET(filter_type), AV_OPT_TYPE_INT, { .i64 = 0 }, 0, 1, FLAGS, "type" },
  40. { "derain", "derain filter flag", 0, AV_OPT_TYPE_CONST, { .i64 = 0 }, 0, 0, FLAGS, "type" },
  41. { "dehaze", "dehaze filter flag", 0, AV_OPT_TYPE_CONST, { .i64 = 1 }, 0, 0, FLAGS, "type" },
  42. { "dnn_backend", "DNN backend", OFFSET(dnnctx.backend_type), AV_OPT_TYPE_INT, { .i64 = 0 }, 0, 1, FLAGS, "backend" },
  43. { "native", "native backend flag", 0, AV_OPT_TYPE_CONST, { .i64 = 0 }, 0, 0, FLAGS, "backend" },
  44. #if (CONFIG_LIBTENSORFLOW == 1)
  45. { "tensorflow", "tensorflow backend flag", 0, AV_OPT_TYPE_CONST, { .i64 = 1 }, 0, 0, FLAGS, "backend" },
  46. #endif
  47. { "model", "path to model file", OFFSET(dnnctx.model_filename), AV_OPT_TYPE_STRING, { .str = NULL }, 0, 0, FLAGS },
  48. { "input", "input name of the model", OFFSET(dnnctx.model_inputname), AV_OPT_TYPE_STRING, { .str = "x" }, 0, 0, FLAGS },
  49. { "output", "output name of the model", OFFSET(dnnctx.model_outputname), AV_OPT_TYPE_STRING, { .str = "y" }, 0, 0, FLAGS },
  50. { NULL }
  51. };
  52. AVFILTER_DEFINE_CLASS(derain);
  53. static int query_formats(AVFilterContext *ctx)
  54. {
  55. AVFilterFormats *formats;
  56. const enum AVPixelFormat pixel_fmts[] = {
  57. AV_PIX_FMT_RGB24,
  58. AV_PIX_FMT_NONE
  59. };
  60. formats = ff_make_format_list(pixel_fmts);
  61. return ff_set_common_formats(ctx, formats);
  62. }
  63. static int filter_frame(AVFilterLink *inlink, AVFrame *in)
  64. {
  65. AVFilterContext *ctx = inlink->dst;
  66. AVFilterLink *outlink = ctx->outputs[0];
  67. DRContext *dr_context = ctx->priv;
  68. DNNReturnType dnn_result;
  69. AVFrame *out;
  70. out = ff_get_video_buffer(outlink, outlink->w, outlink->h);
  71. if (!out) {
  72. av_log(ctx, AV_LOG_ERROR, "could not allocate memory for output frame\n");
  73. av_frame_free(&in);
  74. return AVERROR(ENOMEM);
  75. }
  76. av_frame_copy_props(out, in);
  77. dnn_result = ff_dnn_execute_model(&dr_context->dnnctx, in, out);
  78. if (dnn_result != DNN_SUCCESS){
  79. av_log(ctx, AV_LOG_ERROR, "failed to execute model\n");
  80. av_frame_free(&in);
  81. return AVERROR(EIO);
  82. }
  83. av_frame_free(&in);
  84. return ff_filter_frame(outlink, out);
  85. }
  86. static av_cold int init(AVFilterContext *ctx)
  87. {
  88. DRContext *dr_context = ctx->priv;
  89. return ff_dnn_init(&dr_context->dnnctx, DFT_PROCESS_FRAME, ctx);
  90. }
  91. static av_cold void uninit(AVFilterContext *ctx)
  92. {
  93. DRContext *dr_context = ctx->priv;
  94. ff_dnn_uninit(&dr_context->dnnctx);
  95. }
  96. static const AVFilterPad derain_inputs[] = {
  97. {
  98. .name = "default",
  99. .type = AVMEDIA_TYPE_VIDEO,
  100. .filter_frame = filter_frame,
  101. },
  102. { NULL }
  103. };
  104. static const AVFilterPad derain_outputs[] = {
  105. {
  106. .name = "default",
  107. .type = AVMEDIA_TYPE_VIDEO,
  108. },
  109. { NULL }
  110. };
  111. AVFilter ff_vf_derain = {
  112. .name = "derain",
  113. .description = NULL_IF_CONFIG_SMALL("Apply derain filter to the input."),
  114. .priv_size = sizeof(DRContext),
  115. .init = init,
  116. .uninit = uninit,
  117. .query_formats = query_formats,
  118. .inputs = derain_inputs,
  119. .outputs = derain_outputs,
  120. .priv_class = &derain_class,
  121. .flags = AVFILTER_FLAG_SUPPORT_TIMELINE_GENERIC,
  122. };