1084 lines
36 KiB
C
1084 lines
36 KiB
C
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/*
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* Copyright (c) 2015-2016 mawen1250
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* Copyright (c) 2018 Paul B Mahol
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*
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* This file is part of FFmpeg.
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*
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* Permission is hereby granted, free of charge, to any person obtaining a copy
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* of this software and associated documentation files (the "Software"), to deal
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* in the Software without restriction, including without limitation the rights
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* to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
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* copies of the Software, and to permit persons to whom the Software is
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* furnished to do so, subject to the following conditions:
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*
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* The above copyright notice and this permission notice shall be included in all
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* copies or substantial portions of the Software.
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*
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* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
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* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
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* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
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* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
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* SOFTWARE.
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*/
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/**
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* @todo
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* - non-power of 2 DCT
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* - opponent color space
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* - temporal support
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*/
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#include <float.h>
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#include "libavutil/avassert.h"
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#include "libavutil/imgutils.h"
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#include "libavutil/opt.h"
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#include "libavutil/pixdesc.h"
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#include "libavcodec/avfft.h"
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#include "avfilter.h"
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#include "filters.h"
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#include "formats.h"
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#include "framesync.h"
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#include "internal.h"
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#include "video.h"
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#define MAX_NB_THREADS 32
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enum FilterModes {
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BASIC,
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FINAL,
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NB_MODES,
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};
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typedef struct ThreadData {
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const uint8_t *src;
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int src_linesize;
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const uint8_t *ref;
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int ref_linesize;
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int plane;
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} ThreadData;
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typedef struct PosCode {
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int x, y;
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} PosCode;
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typedef struct PosPairCode {
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double score;
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int x, y;
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} PosPairCode;
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typedef struct SliceContext {
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DCTContext *gdctf, *gdcti;
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DCTContext *dctf, *dcti;
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FFTSample *bufferh;
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FFTSample *bufferv;
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FFTSample *bufferz;
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FFTSample *buffer;
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FFTSample *rbufferh;
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FFTSample *rbufferv;
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FFTSample *rbufferz;
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FFTSample *rbuffer;
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float *num, *den;
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PosPairCode match_blocks[256];
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int nb_match_blocks;
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PosCode *search_positions;
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} SliceContext;
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typedef struct BM3DContext {
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const AVClass *class;
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float sigma;
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int block_size;
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int block_step;
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int group_size;
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int bm_range;
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int bm_step;
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float th_mse;
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float hard_threshold;
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int mode;
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int ref;
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int planes;
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int depth;
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int max;
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int nb_planes;
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int planewidth[4];
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int planeheight[4];
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int group_bits;
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int pgroup_size;
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SliceContext slices[MAX_NB_THREADS];
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FFFrameSync fs;
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int nb_threads;
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void (*get_block_row)(const uint8_t *srcp, int src_linesize,
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int y, int x, int block_size, float *dst);
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double (*do_block_ssd)(struct BM3DContext *s, PosCode *pos,
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const uint8_t *src, int src_stride,
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int r_y, int r_x);
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void (*do_output)(struct BM3DContext *s, uint8_t *dst, int dst_linesize,
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int plane, int nb_jobs);
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void (*block_filtering)(struct BM3DContext *s,
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const uint8_t *src, int src_linesize,
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const uint8_t *ref, int ref_linesize,
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int y, int x, int plane, int jobnr);
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} BM3DContext;
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#define OFFSET(x) offsetof(BM3DContext, x)
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#define FLAGS AV_OPT_FLAG_FILTERING_PARAM|AV_OPT_FLAG_VIDEO_PARAM
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static const AVOption bm3d_options[] = {
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{ "sigma", "set denoising strength",
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OFFSET(sigma), AV_OPT_TYPE_FLOAT, {.dbl=1}, 0, 99999.9, FLAGS },
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{ "block", "set log2(size) of local patch",
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OFFSET(block_size), AV_OPT_TYPE_INT, {.i64=4}, 4, 6, FLAGS },
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{ "bstep", "set sliding step for processing blocks",
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OFFSET(block_step), AV_OPT_TYPE_INT, {.i64=4}, 1, 64, FLAGS },
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{ "group", "set maximal number of similar blocks",
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OFFSET(group_size), AV_OPT_TYPE_INT, {.i64=1}, 1, 256, FLAGS },
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{ "range", "set block matching range",
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OFFSET(bm_range), AV_OPT_TYPE_INT, {.i64=9}, 1, INT32_MAX, FLAGS },
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{ "mstep", "set step for block matching",
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OFFSET(bm_step), AV_OPT_TYPE_INT, {.i64=1}, 1, 64, FLAGS },
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{ "thmse", "set threshold of mean square error for block matching",
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OFFSET(th_mse), AV_OPT_TYPE_FLOAT, {.dbl=0}, 0, INT32_MAX, FLAGS },
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{ "hdthr", "set hard threshold for 3D transfer domain",
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OFFSET(hard_threshold), AV_OPT_TYPE_FLOAT, {.dbl=2.7}, 0, INT32_MAX, FLAGS },
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{ "estim", "set filtering estimation mode",
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OFFSET(mode), AV_OPT_TYPE_INT, {.i64=BASIC}, 0, NB_MODES-1, FLAGS, "mode" },
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{ "basic", "basic estimate",
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0, AV_OPT_TYPE_CONST, {.i64=BASIC}, 0, 0, FLAGS, "mode" },
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{ "final", "final estimate",
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0, AV_OPT_TYPE_CONST, {.i64=FINAL}, 0, 0, FLAGS, "mode" },
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{ "ref", "have reference stream",
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OFFSET(ref), AV_OPT_TYPE_BOOL, {.i64=0}, 0, 1, FLAGS },
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{ "planes", "set planes to filter",
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OFFSET(planes), AV_OPT_TYPE_INT, {.i64=7}, 0, 15, FLAGS },
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{ NULL }
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};
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AVFILTER_DEFINE_CLASS(bm3d);
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static int query_formats(AVFilterContext *ctx)
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{
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static const enum AVPixelFormat pix_fmts[] = {
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AV_PIX_FMT_GRAY8, AV_PIX_FMT_GRAY9, AV_PIX_FMT_GRAY10,
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AV_PIX_FMT_GRAY12, AV_PIX_FMT_GRAY14, AV_PIX_FMT_GRAY16,
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AV_PIX_FMT_YUV410P, AV_PIX_FMT_YUV411P,
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AV_PIX_FMT_YUV420P, AV_PIX_FMT_YUV422P,
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AV_PIX_FMT_YUV440P, AV_PIX_FMT_YUV444P,
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AV_PIX_FMT_YUVJ420P, AV_PIX_FMT_YUVJ422P,
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AV_PIX_FMT_YUVJ440P, AV_PIX_FMT_YUVJ444P,
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AV_PIX_FMT_YUVJ411P,
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AV_PIX_FMT_YUV420P9, AV_PIX_FMT_YUV422P9, AV_PIX_FMT_YUV444P9,
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AV_PIX_FMT_YUV420P10, AV_PIX_FMT_YUV422P10, AV_PIX_FMT_YUV444P10,
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AV_PIX_FMT_YUV440P10,
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AV_PIX_FMT_YUV444P12, AV_PIX_FMT_YUV422P12, AV_PIX_FMT_YUV420P12,
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AV_PIX_FMT_YUV440P12,
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AV_PIX_FMT_YUV444P14, AV_PIX_FMT_YUV422P14, AV_PIX_FMT_YUV420P14,
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AV_PIX_FMT_YUV420P16, AV_PIX_FMT_YUV422P16, AV_PIX_FMT_YUV444P16,
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AV_PIX_FMT_GBRP, AV_PIX_FMT_GBRP9, AV_PIX_FMT_GBRP10,
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AV_PIX_FMT_GBRP12, AV_PIX_FMT_GBRP14, AV_PIX_FMT_GBRP16,
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AV_PIX_FMT_YUVA420P, AV_PIX_FMT_YUVA422P, AV_PIX_FMT_YUVA444P,
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AV_PIX_FMT_YUVA444P9, AV_PIX_FMT_YUVA444P10, AV_PIX_FMT_YUVA444P12, AV_PIX_FMT_YUVA444P16,
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AV_PIX_FMT_YUVA422P9, AV_PIX_FMT_YUVA422P10, AV_PIX_FMT_YUVA422P12, AV_PIX_FMT_YUVA422P16,
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AV_PIX_FMT_YUVA420P9, AV_PIX_FMT_YUVA420P10, AV_PIX_FMT_YUVA420P16,
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AV_PIX_FMT_GBRAP, AV_PIX_FMT_GBRAP10, AV_PIX_FMT_GBRAP12, AV_PIX_FMT_GBRAP16,
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AV_PIX_FMT_NONE
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};
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AVFilterFormats *fmts_list = ff_make_format_list(pix_fmts);
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if (!fmts_list)
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return AVERROR(ENOMEM);
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return ff_set_common_formats(ctx, fmts_list);
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}
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static int do_search_boundary(int pos, int plane_boundary, int search_range, int search_step)
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{
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int search_boundary;
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search_range = search_range / search_step * search_step;
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if (pos == plane_boundary) {
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search_boundary = plane_boundary;
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} else if (pos > plane_boundary) {
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search_boundary = pos - search_range;
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while (search_boundary < plane_boundary) {
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search_boundary += search_step;
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}
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} else {
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search_boundary = pos + search_range;
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while (search_boundary > plane_boundary) {
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search_boundary -= search_step;
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}
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}
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return search_boundary;
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}
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static int search_boundary(int plane_boundary, int search_range, int search_step, int vertical, int y, int x)
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{
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return do_search_boundary(vertical ? y : x, plane_boundary, search_range, search_step);
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}
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static int cmp_scores(const void *a, const void *b)
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{
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const struct PosPairCode *pair1 = a;
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const struct PosPairCode *pair2 = b;
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return FFDIFFSIGN(pair1->score, pair2->score);
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}
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static double do_block_ssd(BM3DContext *s, PosCode *pos, const uint8_t *src, int src_stride, int r_y, int r_x)
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{
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const uint8_t *srcp = src + pos->y * src_stride + pos->x;
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const uint8_t *refp = src + r_y * src_stride + r_x;
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const int block_size = s->block_size;
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double dist = 0.;
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int x, y;
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for (y = 0; y < block_size; y++) {
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for (x = 0; x < block_size; x++) {
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double temp = refp[x] - srcp[x];
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dist += temp * temp;
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}
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srcp += src_stride;
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refp += src_stride;
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}
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return dist;
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}
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static double do_block_ssd16(BM3DContext *s, PosCode *pos, const uint8_t *src, int src_stride, int r_y, int r_x)
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{
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const uint16_t *srcp = (uint16_t *)src + pos->y * src_stride / 2 + pos->x;
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const uint16_t *refp = (uint16_t *)src + r_y * src_stride / 2 + r_x;
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const int block_size = s->block_size;
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double dist = 0.;
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int x, y;
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for (y = 0; y < block_size; y++) {
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for (x = 0; x < block_size; x++) {
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double temp = refp[x] - srcp[x];
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dist += temp * temp;
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}
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srcp += src_stride / 2;
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refp += src_stride / 2;
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}
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return dist;
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}
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static void do_block_matching_multi(BM3DContext *s, const uint8_t *src, int src_stride, int src_range,
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const PosCode *search_pos, int search_size, float th_mse,
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int r_y, int r_x, int plane, int jobnr)
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{
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SliceContext *sc = &s->slices[jobnr];
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double MSE2SSE = s->group_size * s->block_size * s->block_size * src_range * src_range / (s->max * s->max);
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double distMul = 1. / MSE2SSE;
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double th_sse = th_mse * MSE2SSE;
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int i, index = sc->nb_match_blocks;
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for (i = 0; i < search_size; i++) {
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PosCode pos = search_pos[i];
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double dist;
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dist = s->do_block_ssd(s, &pos, src, src_stride, r_y, r_x);
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// Only match similar blocks but not identical blocks
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if (dist <= th_sse && dist != 0) {
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const double score = dist * distMul;
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if (index >= s->group_size && score >= sc->match_blocks[index - 1].score) {
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continue;
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}
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if (index >= s->group_size)
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index = s->group_size - 1;
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sc->match_blocks[index].score = score;
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sc->match_blocks[index].y = pos.y;
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sc->match_blocks[index].x = pos.x;
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index++;
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qsort(sc->match_blocks, index, sizeof(PosPairCode), cmp_scores);
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}
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}
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sc->nb_match_blocks = index;
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}
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static void block_matching_multi(BM3DContext *s, const uint8_t *ref, int ref_linesize, int y, int x,
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int exclude_cur_pos, int plane, int jobnr)
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{
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SliceContext *sc = &s->slices[jobnr];
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const int width = s->planewidth[plane];
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const int height = s->planeheight[plane];
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const int block_size = s->block_size;
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const int step = s->bm_step;
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const int range = s->bm_range / step * step;
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int l = search_boundary(0, range, step, 0, y, x);
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int r = search_boundary(width - block_size, range, step, 0, y, x);
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int t = search_boundary(0, range, step, 1, y, x);
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int b = search_boundary(height - block_size, range, step, 1, y, x);
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int j, i, index = 0;
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for (j = t; j <= b; j += step) {
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for (i = l; i <= r; i += step) {
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PosCode pos;
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if (exclude_cur_pos > 0 && j == y && i == x) {
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continue;
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}
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pos.y = j;
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pos.x = i;
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sc->search_positions[index++] = pos;
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}
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}
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if (exclude_cur_pos == 1) {
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sc->match_blocks[0].score = 0;
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sc->match_blocks[0].y = y;
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sc->match_blocks[0].x = x;
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sc->nb_match_blocks = 1;
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}
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do_block_matching_multi(s, ref, ref_linesize, s->bm_range,
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sc->search_positions, index, s->th_mse, y, x, plane, jobnr);
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}
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static void block_matching(BM3DContext *s, const uint8_t *ref, int ref_linesize,
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int j, int i, int plane, int jobnr)
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{
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SliceContext *sc = &s->slices[jobnr];
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if (s->group_size == 1 || s->th_mse <= 0.f) {
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sc->match_blocks[0].score = 1;
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sc->match_blocks[0].x = i;
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sc->match_blocks[0].y = j;
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sc->nb_match_blocks = 1;
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return;
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}
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sc->nb_match_blocks = 0;
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block_matching_multi(s, ref, ref_linesize, j, i, 1, plane, jobnr);
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}
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static void get_block_row(const uint8_t *srcp, int src_linesize,
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int y, int x, int block_size, float *dst)
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||
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{
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const uint8_t *src = srcp + y * src_linesize + x;
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int j;
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for (j = 0; j < block_size; j++) {
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dst[j] = src[j];
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}
|
||
|
}
|
||
|
|
||
|
static void get_block_row16(const uint8_t *srcp, int src_linesize,
|
||
|
int y, int x, int block_size, float *dst)
|
||
|
{
|
||
|
const uint16_t *src = (uint16_t *)srcp + y * src_linesize / 2 + x;
|
||
|
int j;
|
||
|
|
||
|
for (j = 0; j < block_size; j++) {
|
||
|
dst[j] = src[j];
|
||
|
}
|
||
|
}
|
||
|
|
||
|
static void basic_block_filtering(BM3DContext *s, const uint8_t *src, int src_linesize,
|
||
|
const uint8_t *ref, int ref_linesize,
|
||
|
int y, int x, int plane, int jobnr)
|
||
|
{
|
||
|
SliceContext *sc = &s->slices[jobnr];
|
||
|
const int buffer_linesize = s->block_size * s->block_size;
|
||
|
const int nb_match_blocks = sc->nb_match_blocks;
|
||
|
const int block_size = s->block_size;
|
||
|
const int width = s->planewidth[plane];
|
||
|
const int pgroup_size = s->pgroup_size;
|
||
|
const int group_size = s->group_size;
|
||
|
float *buffer = sc->buffer;
|
||
|
float *bufferh = sc->bufferh;
|
||
|
float *bufferv = sc->bufferv;
|
||
|
float *bufferz = sc->bufferz;
|
||
|
float threshold[4];
|
||
|
float den_weight, num_weight;
|
||
|
int retained = 0;
|
||
|
int i, j, k;
|
||
|
|
||
|
for (k = 0; k < nb_match_blocks; k++) {
|
||
|
const int y = sc->match_blocks[k].y;
|
||
|
const int x = sc->match_blocks[k].x;
|
||
|
|
||
|
for (i = 0; i < block_size; i++) {
|
||
|
s->get_block_row(src, src_linesize, y + i, x, block_size, bufferh + block_size * i);
|
||
|
av_dct_calc(sc->dctf, bufferh + block_size * i);
|
||
|
}
|
||
|
|
||
|
for (i = 0; i < block_size; i++) {
|
||
|
for (j = 0; j < block_size; j++) {
|
||
|
bufferv[i * block_size + j] = bufferh[j * block_size + i];
|
||
|
}
|
||
|
av_dct_calc(sc->dctf, bufferv + i * block_size);
|
||
|
}
|
||
|
|
||
|
for (i = 0; i < block_size; i++) {
|
||
|
memcpy(buffer + k * buffer_linesize + i * block_size,
|
||
|
bufferv + i * block_size, block_size * 4);
|
||
|
}
|
||
|
}
|
||
|
|
||
|
for (i = 0; i < block_size; i++) {
|
||
|
for (j = 0; j < block_size; j++) {
|
||
|
for (k = 0; k < nb_match_blocks; k++)
|
||
|
bufferz[k] = buffer[buffer_linesize * k + i * block_size + j];
|
||
|
if (group_size > 1)
|
||
|
av_dct_calc(sc->gdctf, bufferz);
|
||
|
bufferz += pgroup_size;
|
||
|
}
|
||
|
}
|
||
|
|
||
|
threshold[0] = s->hard_threshold * s->sigma * M_SQRT2 * block_size * block_size * (1 << (s->depth - 8)) / 255.f;
|
||
|
threshold[1] = threshold[0] * sqrtf(2.f);
|
||
|
threshold[2] = threshold[0] * 2.f;
|
||
|
threshold[3] = threshold[0] * sqrtf(8.f);
|
||
|
bufferz = sc->bufferz;
|
||
|
|
||
|
for (i = 0; i < block_size; i++) {
|
||
|
for (j = 0; j < block_size; j++) {
|
||
|
for (k = 0; k < nb_match_blocks; k++) {
|
||
|
const float thresh = threshold[(j == 0) + (i == 0) + (k == 0)];
|
||
|
|
||
|
if (bufferz[k] > thresh || bufferz[k] < -thresh) {
|
||
|
retained++;
|
||
|
} else {
|
||
|
bufferz[k] = 0;
|
||
|
}
|
||
|
}
|
||
|
bufferz += pgroup_size;
|
||
|
}
|
||
|
}
|
||
|
|
||
|
bufferz = sc->bufferz;
|
||
|
buffer = sc->buffer;
|
||
|
for (i = 0; i < block_size; i++) {
|
||
|
for (j = 0; j < block_size; j++) {
|
||
|
if (group_size > 1)
|
||
|
av_dct_calc(sc->gdcti, bufferz);
|
||
|
for (k = 0; k < nb_match_blocks; k++) {
|
||
|
buffer[buffer_linesize * k + i * block_size + j] = bufferz[k];
|
||
|
}
|
||
|
bufferz += pgroup_size;
|
||
|
}
|
||
|
}
|
||
|
|
||
|
den_weight = retained < 1 ? 1.f : 1.f / retained;
|
||
|
num_weight = den_weight;
|
||
|
|
||
|
buffer = sc->buffer;
|
||
|
for (k = 0; k < nb_match_blocks; k++) {
|
||
|
float *num = sc->num + y * width + x;
|
||
|
float *den = sc->den + y * width + x;
|
||
|
|
||
|
for (i = 0; i < block_size; i++) {
|
||
|
memcpy(bufferv + i * block_size,
|
||
|
buffer + k * buffer_linesize + i * block_size,
|
||
|
block_size * 4);
|
||
|
}
|
||
|
|
||
|
for (i = 0; i < block_size; i++) {
|
||
|
av_dct_calc(sc->dcti, bufferv + block_size * i);
|
||
|
for (j = 0; j < block_size; j++) {
|
||
|
bufferh[j * block_size + i] = bufferv[i * block_size + j];
|
||
|
}
|
||
|
}
|
||
|
|
||
|
for (i = 0; i < block_size; i++) {
|
||
|
av_dct_calc(sc->dcti, bufferh + block_size * i);
|
||
|
for (j = 0; j < block_size; j++) {
|
||
|
num[j] += bufferh[i * block_size + j] * num_weight;
|
||
|
den[j] += den_weight;
|
||
|
}
|
||
|
num += width;
|
||
|
den += width;
|
||
|
}
|
||
|
}
|
||
|
}
|
||
|
|
||
|
static void final_block_filtering(BM3DContext *s, const uint8_t *src, int src_linesize,
|
||
|
const uint8_t *ref, int ref_linesize,
|
||
|
int y, int x, int plane, int jobnr)
|
||
|
{
|
||
|
SliceContext *sc = &s->slices[jobnr];
|
||
|
const int buffer_linesize = s->block_size * s->block_size;
|
||
|
const int nb_match_blocks = sc->nb_match_blocks;
|
||
|
const int block_size = s->block_size;
|
||
|
const int width = s->planewidth[plane];
|
||
|
const int pgroup_size = s->pgroup_size;
|
||
|
const int group_size = s->group_size;
|
||
|
const float sigma_sqr = s->sigma * s->sigma;
|
||
|
float *buffer = sc->buffer;
|
||
|
float *bufferh = sc->bufferh;
|
||
|
float *bufferv = sc->bufferv;
|
||
|
float *bufferz = sc->bufferz;
|
||
|
float *rbuffer = sc->rbuffer;
|
||
|
float *rbufferh = sc->rbufferh;
|
||
|
float *rbufferv = sc->rbufferv;
|
||
|
float *rbufferz = sc->rbufferz;
|
||
|
float den_weight, num_weight;
|
||
|
float l2_wiener = 0;
|
||
|
int i, j, k;
|
||
|
|
||
|
for (k = 0; k < nb_match_blocks; k++) {
|
||
|
const int y = sc->match_blocks[k].y;
|
||
|
const int x = sc->match_blocks[k].x;
|
||
|
|
||
|
for (i = 0; i < block_size; i++) {
|
||
|
s->get_block_row(src, src_linesize, y + i, x, block_size, bufferh + block_size * i);
|
||
|
s->get_block_row(ref, ref_linesize, y + i, x, block_size, rbufferh + block_size * i);
|
||
|
av_dct_calc(sc->dctf, bufferh + block_size * i);
|
||
|
av_dct_calc(sc->dctf, rbufferh + block_size * i);
|
||
|
}
|
||
|
|
||
|
for (i = 0; i < block_size; i++) {
|
||
|
for (j = 0; j < block_size; j++) {
|
||
|
bufferv[i * block_size + j] = bufferh[j * block_size + i];
|
||
|
rbufferv[i * block_size + j] = rbufferh[j * block_size + i];
|
||
|
}
|
||
|
av_dct_calc(sc->dctf, bufferv + i * block_size);
|
||
|
av_dct_calc(sc->dctf, rbufferv + i * block_size);
|
||
|
}
|
||
|
|
||
|
for (i = 0; i < block_size; i++) {
|
||
|
memcpy(buffer + k * buffer_linesize + i * block_size,
|
||
|
bufferv + i * block_size, block_size * 4);
|
||
|
memcpy(rbuffer + k * buffer_linesize + i * block_size,
|
||
|
rbufferv + i * block_size, block_size * 4);
|
||
|
}
|
||
|
}
|
||
|
|
||
|
for (i = 0; i < block_size; i++) {
|
||
|
for (j = 0; j < block_size; j++) {
|
||
|
for (k = 0; k < nb_match_blocks; k++) {
|
||
|
bufferz[k] = buffer[buffer_linesize * k + i * block_size + j];
|
||
|
rbufferz[k] = rbuffer[buffer_linesize * k + i * block_size + j];
|
||
|
}
|
||
|
if (group_size > 1) {
|
||
|
av_dct_calc(sc->gdctf, bufferz);
|
||
|
av_dct_calc(sc->gdctf, rbufferz);
|
||
|
}
|
||
|
bufferz += pgroup_size;
|
||
|
rbufferz += pgroup_size;
|
||
|
}
|
||
|
}
|
||
|
|
||
|
bufferz = sc->bufferz;
|
||
|
rbufferz = sc->rbufferz;
|
||
|
|
||
|
for (i = 0; i < block_size; i++) {
|
||
|
for (j = 0; j < block_size; j++) {
|
||
|
for (k = 0; k < nb_match_blocks; k++) {
|
||
|
const float ref_sqr = rbufferz[k] * rbufferz[k];
|
||
|
float wiener_coef = ref_sqr / (ref_sqr + sigma_sqr);
|
||
|
|
||
|
if (isnan(wiener_coef))
|
||
|
wiener_coef = 1;
|
||
|
bufferz[k] *= wiener_coef;
|
||
|
l2_wiener += wiener_coef * wiener_coef;
|
||
|
}
|
||
|
bufferz += pgroup_size;
|
||
|
rbufferz += pgroup_size;
|
||
|
}
|
||
|
}
|
||
|
|
||
|
bufferz = sc->bufferz;
|
||
|
buffer = sc->buffer;
|
||
|
for (i = 0; i < block_size; i++) {
|
||
|
for (j = 0; j < block_size; j++) {
|
||
|
if (group_size > 1)
|
||
|
av_dct_calc(sc->gdcti, bufferz);
|
||
|
for (k = 0; k < nb_match_blocks; k++) {
|
||
|
buffer[buffer_linesize * k + i * block_size + j] = bufferz[k];
|
||
|
}
|
||
|
bufferz += pgroup_size;
|
||
|
}
|
||
|
}
|
||
|
|
||
|
l2_wiener = FFMAX(l2_wiener, 1e-15f);
|
||
|
den_weight = 1.f / l2_wiener;
|
||
|
num_weight = den_weight;
|
||
|
|
||
|
for (k = 0; k < nb_match_blocks; k++) {
|
||
|
float *num = sc->num + y * width + x;
|
||
|
float *den = sc->den + y * width + x;
|
||
|
|
||
|
for (i = 0; i < block_size; i++) {
|
||
|
memcpy(bufferv + i * block_size,
|
||
|
buffer + k * buffer_linesize + i * block_size,
|
||
|
block_size * 4);
|
||
|
}
|
||
|
|
||
|
for (i = 0; i < block_size; i++) {
|
||
|
av_dct_calc(sc->dcti, bufferv + block_size * i);
|
||
|
for (j = 0; j < block_size; j++) {
|
||
|
bufferh[j * block_size + i] = bufferv[i * block_size + j];
|
||
|
}
|
||
|
}
|
||
|
|
||
|
for (i = 0; i < block_size; i++) {
|
||
|
av_dct_calc(sc->dcti, bufferh + block_size * i);
|
||
|
for (j = 0; j < block_size; j++) {
|
||
|
num[j] += bufferh[i * block_size + j] * num_weight;
|
||
|
den[j] += den_weight;
|
||
|
}
|
||
|
num += width;
|
||
|
den += width;
|
||
|
}
|
||
|
}
|
||
|
}
|
||
|
|
||
|
static void do_output(BM3DContext *s, uint8_t *dst, int dst_linesize,
|
||
|
int plane, int nb_jobs)
|
||
|
{
|
||
|
const int height = s->planeheight[plane];
|
||
|
const int width = s->planewidth[plane];
|
||
|
int i, j, k;
|
||
|
|
||
|
for (i = 0; i < height; i++) {
|
||
|
for (j = 0; j < width; j++) {
|
||
|
uint8_t *dstp = dst + i * dst_linesize;
|
||
|
float sum_den = 0.f;
|
||
|
float sum_num = 0.f;
|
||
|
|
||
|
for (k = 0; k < nb_jobs; k++) {
|
||
|
SliceContext *sc = &s->slices[k];
|
||
|
float num = sc->num[i * width + j];
|
||
|
float den = sc->den[i * width + j];
|
||
|
|
||
|
sum_num += num;
|
||
|
sum_den += den;
|
||
|
}
|
||
|
|
||
|
dstp[j] = av_clip_uint8(lrintf(sum_num / sum_den));
|
||
|
}
|
||
|
}
|
||
|
}
|
||
|
|
||
|
static void do_output16(BM3DContext *s, uint8_t *dst, int dst_linesize,
|
||
|
int plane, int nb_jobs)
|
||
|
{
|
||
|
const int height = s->planeheight[plane];
|
||
|
const int width = s->planewidth[plane];
|
||
|
const int depth = s->depth;
|
||
|
int i, j, k;
|
||
|
|
||
|
for (i = 0; i < height; i++) {
|
||
|
for (j = 0; j < width; j++) {
|
||
|
uint16_t *dstp = (uint16_t *)dst + i * dst_linesize / 2;
|
||
|
float sum_den = 0.f;
|
||
|
float sum_num = 0.f;
|
||
|
|
||
|
for (k = 0; k < nb_jobs; k++) {
|
||
|
SliceContext *sc = &s->slices[k];
|
||
|
float num = sc->num[i * width + j];
|
||
|
float den = sc->den[i * width + j];
|
||
|
|
||
|
sum_num += num;
|
||
|
sum_den += den;
|
||
|
}
|
||
|
|
||
|
dstp[j] = av_clip_uintp2_c(lrintf(sum_num / sum_den), depth);
|
||
|
}
|
||
|
}
|
||
|
}
|
||
|
|
||
|
static int filter_slice(AVFilterContext *ctx, void *arg, int jobnr, int nb_jobs)
|
||
|
{
|
||
|
BM3DContext *s = ctx->priv;
|
||
|
SliceContext *sc = &s->slices[jobnr];
|
||
|
const int block_step = s->block_step;
|
||
|
ThreadData *td = arg;
|
||
|
const uint8_t *src = td->src;
|
||
|
const uint8_t *ref = td->ref;
|
||
|
const int src_linesize = td->src_linesize;
|
||
|
const int ref_linesize = td->ref_linesize;
|
||
|
const int plane = td->plane;
|
||
|
const int width = s->planewidth[plane];
|
||
|
const int height = s->planeheight[plane];
|
||
|
const int block_pos_bottom = FFMAX(0, height - s->block_size);
|
||
|
const int block_pos_right = FFMAX(0, width - s->block_size);
|
||
|
const int slice_start = (((height + block_step - 1) / block_step) * jobnr / nb_jobs) * block_step;
|
||
|
const int slice_end = (jobnr == nb_jobs - 1) ? block_pos_bottom + block_step :
|
||
|
(((height + block_step - 1) / block_step) * (jobnr + 1) / nb_jobs) * block_step;
|
||
|
int i, j;
|
||
|
|
||
|
memset(sc->num, 0, width * height * sizeof(FFTSample));
|
||
|
memset(sc->den, 0, width * height * sizeof(FFTSample));
|
||
|
|
||
|
for (j = slice_start; j < slice_end; j += block_step) {
|
||
|
if (j > block_pos_bottom) {
|
||
|
j = block_pos_bottom;
|
||
|
}
|
||
|
|
||
|
for (i = 0; i < block_pos_right + block_step; i += block_step) {
|
||
|
if (i > block_pos_right) {
|
||
|
i = block_pos_right;
|
||
|
}
|
||
|
|
||
|
block_matching(s, ref, ref_linesize, j, i, plane, jobnr);
|
||
|
|
||
|
s->block_filtering(s, src, src_linesize,
|
||
|
ref, ref_linesize, j, i, plane, jobnr);
|
||
|
}
|
||
|
}
|
||
|
|
||
|
return 0;
|
||
|
}
|
||
|
|
||
|
static int filter_frame(AVFilterContext *ctx, AVFrame **out, AVFrame *in, AVFrame *ref)
|
||
|
{
|
||
|
BM3DContext *s = ctx->priv;
|
||
|
AVFilterLink *outlink = ctx->outputs[0];
|
||
|
int p;
|
||
|
|
||
|
*out = ff_get_video_buffer(outlink, outlink->w, outlink->h);
|
||
|
if (!*out)
|
||
|
return AVERROR(ENOMEM);
|
||
|
av_frame_copy_props(*out, in);
|
||
|
|
||
|
for (p = 0; p < s->nb_planes; p++) {
|
||
|
const int nb_jobs = FFMAX(1, FFMIN(s->nb_threads, s->planeheight[p] / s->block_size));
|
||
|
ThreadData td;
|
||
|
|
||
|
if (!((1 << p) & s->planes) || ctx->is_disabled) {
|
||
|
av_image_copy_plane((*out)->data[p], (*out)->linesize[p],
|
||
|
in->data[p], in->linesize[p],
|
||
|
s->planewidth[p], s->planeheight[p]);
|
||
|
continue;
|
||
|
}
|
||
|
|
||
|
td.src = in->data[p];
|
||
|
td.src_linesize = in->linesize[p];
|
||
|
td.ref = ref->data[p];
|
||
|
td.ref_linesize = ref->linesize[p];
|
||
|
td.plane = p;
|
||
|
ctx->internal->execute(ctx, filter_slice, &td, NULL, nb_jobs);
|
||
|
|
||
|
s->do_output(s, (*out)->data[p], (*out)->linesize[p], p, nb_jobs);
|
||
|
}
|
||
|
|
||
|
return 0;
|
||
|
}
|
||
|
|
||
|
#define SQR(x) ((x) * (x))
|
||
|
|
||
|
static int config_input(AVFilterLink *inlink)
|
||
|
{
|
||
|
const AVPixFmtDescriptor *desc = av_pix_fmt_desc_get(inlink->format);
|
||
|
AVFilterContext *ctx = inlink->dst;
|
||
|
BM3DContext *s = ctx->priv;
|
||
|
int i, group_bits;
|
||
|
|
||
|
s->nb_threads = FFMIN(ff_filter_get_nb_threads(ctx), MAX_NB_THREADS);
|
||
|
s->nb_planes = av_pix_fmt_count_planes(inlink->format);
|
||
|
s->depth = desc->comp[0].depth;
|
||
|
s->max = (1 << s->depth) - 1;
|
||
|
s->planeheight[1] = s->planeheight[2] = AV_CEIL_RSHIFT(inlink->h, desc->log2_chroma_h);
|
||
|
s->planeheight[0] = s->planeheight[3] = inlink->h;
|
||
|
s->planewidth[1] = s->planewidth[2] = AV_CEIL_RSHIFT(inlink->w, desc->log2_chroma_w);
|
||
|
s->planewidth[0] = s->planewidth[3] = inlink->w;
|
||
|
|
||
|
for (group_bits = 4; 1 << group_bits < s->group_size; group_bits++);
|
||
|
s->group_bits = group_bits;
|
||
|
s->pgroup_size = 1 << group_bits;
|
||
|
|
||
|
for (i = 0; i < s->nb_threads; i++) {
|
||
|
SliceContext *sc = &s->slices[i];
|
||
|
|
||
|
sc->num = av_calloc(FFALIGN(s->planewidth[0], s->block_size) * FFALIGN(s->planeheight[0], s->block_size), sizeof(FFTSample));
|
||
|
sc->den = av_calloc(FFALIGN(s->planewidth[0], s->block_size) * FFALIGN(s->planeheight[0], s->block_size), sizeof(FFTSample));
|
||
|
if (!sc->num || !sc->den)
|
||
|
return AVERROR(ENOMEM);
|
||
|
|
||
|
sc->dctf = av_dct_init(av_log2(s->block_size), DCT_II);
|
||
|
sc->dcti = av_dct_init(av_log2(s->block_size), DCT_III);
|
||
|
if (!sc->dctf || !sc->dcti)
|
||
|
return AVERROR(ENOMEM);
|
||
|
|
||
|
if (s->group_bits > 1) {
|
||
|
sc->gdctf = av_dct_init(s->group_bits, DCT_II);
|
||
|
sc->gdcti = av_dct_init(s->group_bits, DCT_III);
|
||
|
if (!sc->gdctf || !sc->gdcti)
|
||
|
return AVERROR(ENOMEM);
|
||
|
}
|
||
|
|
||
|
sc->buffer = av_calloc(s->block_size * s->block_size * s->pgroup_size, sizeof(*sc->buffer));
|
||
|
sc->bufferz = av_calloc(s->block_size * s->block_size * s->pgroup_size, sizeof(*sc->bufferz));
|
||
|
sc->bufferh = av_calloc(s->block_size * s->block_size, sizeof(*sc->bufferh));
|
||
|
sc->bufferv = av_calloc(s->block_size * s->block_size, sizeof(*sc->bufferv));
|
||
|
if (!sc->bufferh || !sc->bufferv || !sc->buffer || !sc->bufferz)
|
||
|
return AVERROR(ENOMEM);
|
||
|
|
||
|
if (s->mode == FINAL) {
|
||
|
sc->rbuffer = av_calloc(s->block_size * s->block_size * s->pgroup_size, sizeof(*sc->rbuffer));
|
||
|
sc->rbufferz = av_calloc(s->block_size * s->block_size * s->pgroup_size, sizeof(*sc->rbufferz));
|
||
|
sc->rbufferh = av_calloc(s->block_size * s->block_size, sizeof(*sc->rbufferh));
|
||
|
sc->rbufferv = av_calloc(s->block_size * s->block_size, sizeof(*sc->rbufferv));
|
||
|
if (!sc->rbufferh || !sc->rbufferv || !sc->rbuffer || !sc->rbufferz)
|
||
|
return AVERROR(ENOMEM);
|
||
|
}
|
||
|
|
||
|
sc->search_positions = av_calloc(SQR(2 * s->bm_range / s->bm_step + 1), sizeof(*sc->search_positions));
|
||
|
if (!sc->search_positions)
|
||
|
return AVERROR(ENOMEM);
|
||
|
}
|
||
|
|
||
|
s->do_output = do_output;
|
||
|
s->do_block_ssd = do_block_ssd;
|
||
|
s->get_block_row = get_block_row;
|
||
|
|
||
|
if (s->depth > 8) {
|
||
|
s->do_output = do_output16;
|
||
|
s->do_block_ssd = do_block_ssd16;
|
||
|
s->get_block_row = get_block_row16;
|
||
|
}
|
||
|
|
||
|
return 0;
|
||
|
}
|
||
|
|
||
|
static int activate(AVFilterContext *ctx)
|
||
|
{
|
||
|
BM3DContext *s = ctx->priv;
|
||
|
|
||
|
if (!s->ref) {
|
||
|
AVFrame *frame = NULL;
|
||
|
AVFrame *out = NULL;
|
||
|
int ret, status;
|
||
|
int64_t pts;
|
||
|
|
||
|
FF_FILTER_FORWARD_STATUS_BACK(ctx->outputs[0], ctx->inputs[0]);
|
||
|
|
||
|
if ((ret = ff_inlink_consume_frame(ctx->inputs[0], &frame)) > 0) {
|
||
|
ret = filter_frame(ctx, &out, frame, frame);
|
||
|
av_frame_free(&frame);
|
||
|
if (ret < 0)
|
||
|
return ret;
|
||
|
ret = ff_filter_frame(ctx->outputs[0], out);
|
||
|
}
|
||
|
if (ret < 0) {
|
||
|
return ret;
|
||
|
} else if (ff_inlink_acknowledge_status(ctx->inputs[0], &status, &pts)) {
|
||
|
ff_outlink_set_status(ctx->outputs[0], status, pts);
|
||
|
return 0;
|
||
|
} else {
|
||
|
if (ff_outlink_frame_wanted(ctx->outputs[0]))
|
||
|
ff_inlink_request_frame(ctx->inputs[0]);
|
||
|
return 0;
|
||
|
}
|
||
|
} else {
|
||
|
return ff_framesync_activate(&s->fs);
|
||
|
}
|
||
|
}
|
||
|
|
||
|
static int process_frame(FFFrameSync *fs)
|
||
|
{
|
||
|
AVFilterContext *ctx = fs->parent;
|
||
|
BM3DContext *s = fs->opaque;
|
||
|
AVFilterLink *outlink = ctx->outputs[0];
|
||
|
AVFrame *out = NULL, *src, *ref;
|
||
|
int ret;
|
||
|
|
||
|
if ((ret = ff_framesync_get_frame(&s->fs, 0, &src, 0)) < 0 ||
|
||
|
(ret = ff_framesync_get_frame(&s->fs, 1, &ref, 0)) < 0)
|
||
|
return ret;
|
||
|
|
||
|
if ((ret = filter_frame(ctx, &out, src, ref)) < 0)
|
||
|
return ret;
|
||
|
|
||
|
out->pts = av_rescale_q(src->pts, s->fs.time_base, outlink->time_base);
|
||
|
|
||
|
return ff_filter_frame(outlink, out);
|
||
|
}
|
||
|
|
||
|
static av_cold int init(AVFilterContext *ctx)
|
||
|
{
|
||
|
BM3DContext *s = ctx->priv;
|
||
|
AVFilterPad pad = { 0 };
|
||
|
int ret;
|
||
|
|
||
|
if (s->mode == BASIC) {
|
||
|
if (s->th_mse == 0.f)
|
||
|
s->th_mse = 400.f + s->sigma * 80.f;
|
||
|
s->block_filtering = basic_block_filtering;
|
||
|
} else if (s->mode == FINAL) {
|
||
|
if (!s->ref) {
|
||
|
av_log(ctx, AV_LOG_WARNING, "Reference stream is mandatory in final estimation mode.\n");
|
||
|
s->ref = 1;
|
||
|
}
|
||
|
if (s->th_mse == 0.f)
|
||
|
s->th_mse = 200.f + s->sigma * 10.f;
|
||
|
|
||
|
s->block_filtering = final_block_filtering;
|
||
|
} else {
|
||
|
return AVERROR_BUG;
|
||
|
}
|
||
|
|
||
|
s->block_size = 1 << s->block_size;
|
||
|
|
||
|
if (s->block_step > s->block_size) {
|
||
|
av_log(ctx, AV_LOG_WARNING, "bstep: %d can't be bigger than block size. Changing to %d.\n",
|
||
|
s->block_step, s->block_size);
|
||
|
s->block_step = s->block_size;
|
||
|
}
|
||
|
if (s->bm_step > s->bm_range) {
|
||
|
av_log(ctx, AV_LOG_WARNING, "mstep: %d can't be bigger than block matching range. Changing to %d.\n",
|
||
|
s->bm_step, s->bm_range);
|
||
|
s->bm_step = s->bm_range;
|
||
|
}
|
||
|
|
||
|
pad.type = AVMEDIA_TYPE_VIDEO;
|
||
|
pad.name = av_strdup("source");
|
||
|
pad.config_props = config_input;
|
||
|
if (!pad.name)
|
||
|
return AVERROR(ENOMEM);
|
||
|
|
||
|
if ((ret = ff_insert_inpad(ctx, 0, &pad)) < 0) {
|
||
|
av_freep(&pad.name);
|
||
|
return ret;
|
||
|
}
|
||
|
|
||
|
if (s->ref) {
|
||
|
pad.type = AVMEDIA_TYPE_VIDEO;
|
||
|
pad.name = av_strdup("reference");
|
||
|
pad.config_props = NULL;
|
||
|
if (!pad.name)
|
||
|
return AVERROR(ENOMEM);
|
||
|
|
||
|
if ((ret = ff_insert_inpad(ctx, 1, &pad)) < 0) {
|
||
|
av_freep(&pad.name);
|
||
|
return ret;
|
||
|
}
|
||
|
}
|
||
|
|
||
|
return 0;
|
||
|
}
|
||
|
|
||
|
static int config_output(AVFilterLink *outlink)
|
||
|
{
|
||
|
AVFilterContext *ctx = outlink->src;
|
||
|
BM3DContext *s = ctx->priv;
|
||
|
AVFilterLink *src = ctx->inputs[0];
|
||
|
AVFilterLink *ref;
|
||
|
FFFrameSyncIn *in;
|
||
|
int ret;
|
||
|
|
||
|
if (s->ref) {
|
||
|
ref = ctx->inputs[1];
|
||
|
|
||
|
if (src->format != ref->format) {
|
||
|
av_log(ctx, AV_LOG_ERROR, "inputs must be of same pixel format\n");
|
||
|
return AVERROR(EINVAL);
|
||
|
}
|
||
|
if (src->w != ref->w ||
|
||
|
src->h != ref->h) {
|
||
|
av_log(ctx, AV_LOG_ERROR, "First input link %s parameters "
|
||
|
"(size %dx%d) do not match the corresponding "
|
||
|
"second input link %s parameters (%dx%d) ",
|
||
|
ctx->input_pads[0].name, src->w, src->h,
|
||
|
ctx->input_pads[1].name, ref->w, ref->h);
|
||
|
return AVERROR(EINVAL);
|
||
|
}
|
||
|
}
|
||
|
|
||
|
outlink->w = src->w;
|
||
|
outlink->h = src->h;
|
||
|
outlink->time_base = src->time_base;
|
||
|
outlink->sample_aspect_ratio = src->sample_aspect_ratio;
|
||
|
outlink->frame_rate = src->frame_rate;
|
||
|
|
||
|
if (!s->ref)
|
||
|
return 0;
|
||
|
|
||
|
if ((ret = ff_framesync_init(&s->fs, ctx, 2)) < 0)
|
||
|
return ret;
|
||
|
|
||
|
in = s->fs.in;
|
||
|
in[0].time_base = src->time_base;
|
||
|
in[1].time_base = ref->time_base;
|
||
|
in[0].sync = 1;
|
||
|
in[0].before = EXT_STOP;
|
||
|
in[0].after = EXT_STOP;
|
||
|
in[1].sync = 1;
|
||
|
in[1].before = EXT_STOP;
|
||
|
in[1].after = EXT_STOP;
|
||
|
s->fs.opaque = s;
|
||
|
s->fs.on_event = process_frame;
|
||
|
|
||
|
return ff_framesync_configure(&s->fs);
|
||
|
}
|
||
|
|
||
|
static av_cold void uninit(AVFilterContext *ctx)
|
||
|
{
|
||
|
BM3DContext *s = ctx->priv;
|
||
|
int i;
|
||
|
|
||
|
for (i = 0; i < ctx->nb_inputs; i++)
|
||
|
av_freep(&ctx->input_pads[i].name);
|
||
|
|
||
|
if (s->ref)
|
||
|
ff_framesync_uninit(&s->fs);
|
||
|
|
||
|
for (i = 0; i < s->nb_threads; i++) {
|
||
|
SliceContext *sc = &s->slices[i];
|
||
|
|
||
|
av_freep(&sc->num);
|
||
|
av_freep(&sc->den);
|
||
|
|
||
|
av_dct_end(sc->gdctf);
|
||
|
av_dct_end(sc->gdcti);
|
||
|
av_dct_end(sc->dctf);
|
||
|
av_dct_end(sc->dcti);
|
||
|
|
||
|
av_freep(&sc->buffer);
|
||
|
av_freep(&sc->bufferh);
|
||
|
av_freep(&sc->bufferv);
|
||
|
av_freep(&sc->bufferz);
|
||
|
av_freep(&sc->rbuffer);
|
||
|
av_freep(&sc->rbufferh);
|
||
|
av_freep(&sc->rbufferv);
|
||
|
av_freep(&sc->rbufferz);
|
||
|
|
||
|
av_freep(&sc->search_positions);
|
||
|
}
|
||
|
}
|
||
|
|
||
|
static const AVFilterPad bm3d_outputs[] = {
|
||
|
{
|
||
|
.name = "default",
|
||
|
.type = AVMEDIA_TYPE_VIDEO,
|
||
|
.config_props = config_output,
|
||
|
},
|
||
|
{ NULL }
|
||
|
};
|
||
|
|
||
|
AVFilter ff_vf_bm3d = {
|
||
|
.name = "bm3d",
|
||
|
.description = NULL_IF_CONFIG_SMALL("Block-Matching 3D denoiser."),
|
||
|
.priv_size = sizeof(BM3DContext),
|
||
|
.init = init,
|
||
|
.uninit = uninit,
|
||
|
.activate = activate,
|
||
|
.query_formats = query_formats,
|
||
|
.inputs = NULL,
|
||
|
.outputs = bm3d_outputs,
|
||
|
.priv_class = &bm3d_class,
|
||
|
.flags = AVFILTER_FLAG_SUPPORT_TIMELINE_INTERNAL |
|
||
|
AVFILTER_FLAG_DYNAMIC_INPUTS |
|
||
|
AVFILTER_FLAG_SLICE_THREADS,
|
||
|
};
|