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- /*
- * Copyright (c) 2016 Clément Bœsch <u pkh me>
- *
- * 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
- */
- /**
- * @todo
- * - better automatic defaults? see "Parameters" @ http://www.ipol.im/pub/art/2011/bcm_nlm/
- * - temporal support (probably doesn't need any displacement according to
- * "Denoising image sequences does not require motion estimation")
- * - Bayer pixel format support for at least raw photos? (DNG support would be
- * handy here)
- * - FATE test (probably needs visual threshold test mechanism due to the use
- * of floats)
- */
- #include "libavutil/avassert.h"
- #include "libavutil/opt.h"
- #include "libavutil/pixdesc.h"
- #include "avfilter.h"
- #include "formats.h"
- #include "internal.h"
- #include "vf_nlmeans.h"
- #include "video.h"
- struct weighted_avg {
- float total_weight;
- float sum;
- };
- typedef struct NLMeansContext {
- const AVClass *class;
- int nb_planes;
- int chroma_w, chroma_h;
- double pdiff_scale; // invert of the filtering parameter (sigma*10) squared
- double sigma; // denoising strength
- int patch_size, patch_hsize; // patch size and half size
- int patch_size_uv, patch_hsize_uv; // patch size and half size for chroma planes
- int research_size, research_hsize; // research size and half size
- int research_size_uv, research_hsize_uv; // research size and half size for chroma planes
- uint32_t *ii_orig; // integral image
- uint32_t *ii; // integral image starting after the 0-line and 0-column
- int ii_w, ii_h; // width and height of the integral image
- ptrdiff_t ii_lz_32; // linesize in 32-bit units of the integral image
- struct weighted_avg *wa; // weighted average of every pixel
- ptrdiff_t wa_linesize; // linesize for wa in struct size unit
- float *weight_lut; // lookup table mapping (scaled) patch differences to their associated weights
- uint32_t max_meaningful_diff; // maximum difference considered (if the patch difference is too high we ignore the pixel)
- NLMeansDSPContext dsp;
- } NLMeansContext;
- #define OFFSET(x) offsetof(NLMeansContext, x)
- #define FLAGS AV_OPT_FLAG_FILTERING_PARAM|AV_OPT_FLAG_VIDEO_PARAM
- static const AVOption nlmeans_options[] = {
- { "s", "denoising strength", OFFSET(sigma), AV_OPT_TYPE_DOUBLE, { .dbl = 1.0 }, 1.0, 30.0, FLAGS },
- { "p", "patch size", OFFSET(patch_size), AV_OPT_TYPE_INT, { .i64 = 3*2+1 }, 0, 99, FLAGS },
- { "pc", "patch size for chroma planes", OFFSET(patch_size_uv), AV_OPT_TYPE_INT, { .i64 = 0 }, 0, 99, FLAGS },
- { "r", "research window", OFFSET(research_size), AV_OPT_TYPE_INT, { .i64 = 7*2+1 }, 0, 99, FLAGS },
- { "rc", "research window for chroma planes", OFFSET(research_size_uv), AV_OPT_TYPE_INT, { .i64 = 0 }, 0, 99, FLAGS },
- { NULL }
- };
- AVFILTER_DEFINE_CLASS(nlmeans);
- static int query_formats(AVFilterContext *ctx)
- {
- static const enum AVPixelFormat pix_fmts[] = {
- AV_PIX_FMT_YUV410P, AV_PIX_FMT_YUV411P,
- AV_PIX_FMT_YUV420P, AV_PIX_FMT_YUV422P,
- AV_PIX_FMT_YUV440P, AV_PIX_FMT_YUV444P,
- AV_PIX_FMT_YUVJ444P, AV_PIX_FMT_YUVJ440P,
- AV_PIX_FMT_YUVJ422P, AV_PIX_FMT_YUVJ420P,
- AV_PIX_FMT_YUVJ411P,
- AV_PIX_FMT_GRAY8, AV_PIX_FMT_GBRP,
- AV_PIX_FMT_NONE
- };
- AVFilterFormats *fmts_list = ff_make_format_list(pix_fmts);
- if (!fmts_list)
- return AVERROR(ENOMEM);
- return ff_set_common_formats(ctx, fmts_list);
- }
- /**
- * Compute squared difference of the safe area (the zone where s1 and s2
- * overlap). It is likely the largest integral zone, so it is interesting to do
- * as little checks as possible; contrary to the unsafe version of this
- * function, we do not need any clipping here.
- *
- * The line above dst and the column to its left are always readable.
- */
- static void compute_safe_ssd_integral_image_c(uint32_t *dst, ptrdiff_t dst_linesize_32,
- const uint8_t *s1, ptrdiff_t linesize1,
- const uint8_t *s2, ptrdiff_t linesize2,
- int w, int h)
- {
- int x, y;
- const uint32_t *dst_top = dst - dst_linesize_32;
- /* SIMD-friendly assumptions allowed here */
- av_assert2(!(w & 0xf) && w >= 16 && h >= 1);
- for (y = 0; y < h; y++) {
- for (x = 0; x < w; x += 4) {
- const int d0 = s1[x ] - s2[x ];
- const int d1 = s1[x + 1] - s2[x + 1];
- const int d2 = s1[x + 2] - s2[x + 2];
- const int d3 = s1[x + 3] - s2[x + 3];
- dst[x ] = dst_top[x ] - dst_top[x - 1] + d0*d0;
- dst[x + 1] = dst_top[x + 1] - dst_top[x ] + d1*d1;
- dst[x + 2] = dst_top[x + 2] - dst_top[x + 1] + d2*d2;
- dst[x + 3] = dst_top[x + 3] - dst_top[x + 2] + d3*d3;
- dst[x ] += dst[x - 1];
- dst[x + 1] += dst[x ];
- dst[x + 2] += dst[x + 1];
- dst[x + 3] += dst[x + 2];
- }
- s1 += linesize1;
- s2 += linesize2;
- dst += dst_linesize_32;
- dst_top += dst_linesize_32;
- }
- }
- /**
- * Compute squared difference of an unsafe area (the zone nor s1 nor s2 could
- * be readable).
- *
- * On the other hand, the line above dst and the column to its left are always
- * readable.
- *
- * There is little point in having this function SIMDified as it is likely too
- * complex and only handle small portions of the image.
- *
- * @param dst integral image
- * @param dst_linesize_32 integral image linesize (in 32-bit integers unit)
- * @param startx integral starting x position
- * @param starty integral starting y position
- * @param src source plane buffer
- * @param linesize source plane linesize
- * @param offx source offsetting in x
- * @param offy source offsetting in y
- * @paran r absolute maximum source offsetting
- * @param sw source width
- * @param sh source height
- * @param w width to compute
- * @param h height to compute
- */
- static inline void compute_unsafe_ssd_integral_image(uint32_t *dst, ptrdiff_t dst_linesize_32,
- int startx, int starty,
- const uint8_t *src, ptrdiff_t linesize,
- int offx, int offy, int r, int sw, int sh,
- int w, int h)
- {
- int x, y;
- for (y = starty; y < starty + h; y++) {
- uint32_t acc = dst[y*dst_linesize_32 + startx - 1] - dst[(y-1)*dst_linesize_32 + startx - 1];
- const int s1y = av_clip(y - r, 0, sh - 1);
- const int s2y = av_clip(y - (r + offy), 0, sh - 1);
- for (x = startx; x < startx + w; x++) {
- const int s1x = av_clip(x - r, 0, sw - 1);
- const int s2x = av_clip(x - (r + offx), 0, sw - 1);
- const uint8_t v1 = src[s1y*linesize + s1x];
- const uint8_t v2 = src[s2y*linesize + s2x];
- const int d = v1 - v2;
- acc += d * d;
- dst[y*dst_linesize_32 + x] = dst[(y-1)*dst_linesize_32 + x] + acc;
- }
- }
- }
- /*
- * Compute the sum of squared difference integral image
- * http://www.ipol.im/pub/art/2014/57/
- * Integral Images for Block Matching - Gabriele Facciolo, Nicolas Limare, Enric Meinhardt-Llopis
- *
- * @param ii integral image of dimension (w+e*2) x (h+e*2) with
- * an additional zeroed top line and column already
- * "applied" to the pointer value
- * @param ii_linesize_32 integral image linesize (in 32-bit integers unit)
- * @param src source plane buffer
- * @param linesize source plane linesize
- * @param offx x-offsetting ranging in [-e;e]
- * @param offy y-offsetting ranging in [-e;e]
- * @param w source width
- * @param h source height
- * @param e research padding edge
- */
- static void compute_ssd_integral_image(const NLMeansDSPContext *dsp,
- uint32_t *ii, ptrdiff_t ii_linesize_32,
- const uint8_t *src, ptrdiff_t linesize, int offx, int offy,
- int e, int w, int h)
- {
- // ii has a surrounding padding of thickness "e"
- const int ii_w = w + e*2;
- const int ii_h = h + e*2;
- // we center the first source
- const int s1x = e;
- const int s1y = e;
- // 2nd source is the frame with offsetting
- const int s2x = e + offx;
- const int s2y = e + offy;
- // get the dimension of the overlapping rectangle where it is always safe
- // to compare the 2 sources pixels
- const int startx_safe = FFMAX(s1x, s2x);
- const int starty_safe = FFMAX(s1y, s2y);
- const int u_endx_safe = FFMIN(s1x + w, s2x + w); // unaligned
- const int endy_safe = FFMIN(s1y + h, s2y + h);
- // deduce the safe area width and height
- const int safe_pw = (u_endx_safe - startx_safe) & ~0xf;
- const int safe_ph = endy_safe - starty_safe;
- // adjusted end x position of the safe area after width of the safe area gets aligned
- const int endx_safe = startx_safe + safe_pw;
- // top part where only one of s1 and s2 is still readable, or none at all
- compute_unsafe_ssd_integral_image(ii, ii_linesize_32,
- 0, 0,
- src, linesize,
- offx, offy, e, w, h,
- ii_w, starty_safe);
- // fill the left column integral required to compute the central
- // overlapping one
- compute_unsafe_ssd_integral_image(ii, ii_linesize_32,
- 0, starty_safe,
- src, linesize,
- offx, offy, e, w, h,
- startx_safe, safe_ph);
- // main and safe part of the integral
- av_assert1(startx_safe - s1x >= 0); av_assert1(startx_safe - s1x < w);
- av_assert1(starty_safe - s1y >= 0); av_assert1(starty_safe - s1y < h);
- av_assert1(startx_safe - s2x >= 0); av_assert1(startx_safe - s2x < w);
- av_assert1(starty_safe - s2y >= 0); av_assert1(starty_safe - s2y < h);
- if (safe_pw && safe_ph)
- dsp->compute_safe_ssd_integral_image(ii + starty_safe*ii_linesize_32 + startx_safe, ii_linesize_32,
- src + (starty_safe - s1y) * linesize + (startx_safe - s1x), linesize,
- src + (starty_safe - s2y) * linesize + (startx_safe - s2x), linesize,
- safe_pw, safe_ph);
- // right part of the integral
- compute_unsafe_ssd_integral_image(ii, ii_linesize_32,
- endx_safe, starty_safe,
- src, linesize,
- offx, offy, e, w, h,
- ii_w - endx_safe, safe_ph);
- // bottom part where only one of s1 and s2 is still readable, or none at all
- compute_unsafe_ssd_integral_image(ii, ii_linesize_32,
- 0, endy_safe,
- src, linesize,
- offx, offy, e, w, h,
- ii_w, ii_h - endy_safe);
- }
- static int config_input(AVFilterLink *inlink)
- {
- AVFilterContext *ctx = inlink->dst;
- NLMeansContext *s = ctx->priv;
- const AVPixFmtDescriptor *desc = av_pix_fmt_desc_get(inlink->format);
- const int e = FFMAX(s->research_hsize, s->research_hsize_uv)
- + FFMAX(s->patch_hsize, s->patch_hsize_uv);
- s->chroma_w = AV_CEIL_RSHIFT(inlink->w, desc->log2_chroma_w);
- s->chroma_h = AV_CEIL_RSHIFT(inlink->h, desc->log2_chroma_h);
- s->nb_planes = av_pix_fmt_count_planes(inlink->format);
- /* Allocate the integral image with extra edges of thickness "e"
- *
- * +_+-------------------------------+
- * |0|0000000000000000000000000000000|
- * +-x-------------------------------+
- * |0|\ ^ |
- * |0| ii | e |
- * |0| v |
- * |0| +-----------------------+ |
- * |0| | | |
- * |0|<->| | |
- * |0| e | | |
- * |0| | | |
- * |0| +-----------------------+ |
- * |0| |
- * |0| |
- * |0| |
- * +-+-------------------------------+
- */
- s->ii_w = inlink->w + e*2;
- s->ii_h = inlink->h + e*2;
- // align to 4 the linesize, "+1" is for the space of the left 0-column
- s->ii_lz_32 = FFALIGN(s->ii_w + 1, 4);
- // "+1" is for the space of the top 0-line
- s->ii_orig = av_mallocz_array(s->ii_h + 1, s->ii_lz_32 * sizeof(*s->ii_orig));
- if (!s->ii_orig)
- return AVERROR(ENOMEM);
- // skip top 0-line and left 0-column
- s->ii = s->ii_orig + s->ii_lz_32 + 1;
- // allocate weighted average for every pixel
- s->wa_linesize = inlink->w;
- s->wa = av_malloc_array(s->wa_linesize, inlink->h * sizeof(*s->wa));
- if (!s->wa)
- return AVERROR(ENOMEM);
- return 0;
- }
- struct thread_data {
- const uint8_t *src;
- ptrdiff_t src_linesize;
- int startx, starty;
- int endx, endy;
- const uint32_t *ii_start;
- int p;
- };
- static int nlmeans_slice(AVFilterContext *ctx, void *arg, int jobnr, int nb_jobs)
- {
- int x, y;
- NLMeansContext *s = ctx->priv;
- const struct thread_data *td = arg;
- const ptrdiff_t src_linesize = td->src_linesize;
- const int process_h = td->endy - td->starty;
- const int slice_start = (process_h * jobnr ) / nb_jobs;
- const int slice_end = (process_h * (jobnr+1)) / nb_jobs;
- const int starty = td->starty + slice_start;
- const int endy = td->starty + slice_end;
- const int p = td->p;
- const uint32_t *ii = td->ii_start + (starty - p - 1) * s->ii_lz_32 - p - 1;
- const int dist_b = 2*p + 1;
- const int dist_d = dist_b * s->ii_lz_32;
- const int dist_e = dist_d + dist_b;
- for (y = starty; y < endy; y++) {
- const uint8_t *src = td->src + y*src_linesize;
- struct weighted_avg *wa = s->wa + y*s->wa_linesize;
- for (x = td->startx; x < td->endx; x++) {
- /*
- * M is a discrete map where every entry contains the sum of all the entries
- * in the rectangle from the top-left origin of M to its coordinate. In the
- * following schema, "i" contains the sum of the whole map:
- *
- * M = +----------+-----------------+----+
- * | | | |
- * | | | |
- * | a| b| c|
- * +----------+-----------------+----+
- * | | | |
- * | | | |
- * | | X | |
- * | | | |
- * | d| e| f|
- * +----------+-----------------+----+
- * | | | |
- * | g| h| i|
- * +----------+-----------------+----+
- *
- * The sum of the X box can be calculated with:
- * X = e-d-b+a
- *
- * See https://en.wikipedia.org/wiki/Summed_area_table
- *
- * The compute*_ssd functions compute the integral image M where every entry
- * contains the sum of the squared difference of every corresponding pixels of
- * two input planes of the same size as M.
- */
- const uint32_t a = ii[x];
- const uint32_t b = ii[x + dist_b];
- const uint32_t d = ii[x + dist_d];
- const uint32_t e = ii[x + dist_e];
- const uint32_t patch_diff_sq = e - d - b + a;
- if (patch_diff_sq < s->max_meaningful_diff) {
- const float weight = s->weight_lut[patch_diff_sq]; // exp(-patch_diff_sq * s->pdiff_scale)
- wa[x].total_weight += weight;
- wa[x].sum += weight * src[x];
- }
- }
- ii += s->ii_lz_32;
- }
- return 0;
- }
- static void weight_averages(uint8_t *dst, ptrdiff_t dst_linesize,
- const uint8_t *src, ptrdiff_t src_linesize,
- struct weighted_avg *wa, ptrdiff_t wa_linesize,
- int w, int h)
- {
- int x, y;
- for (y = 0; y < h; y++) {
- for (x = 0; x < w; x++) {
- // Also weight the centered pixel
- wa[x].total_weight += 1.f;
- wa[x].sum += 1.f * src[x];
- dst[x] = av_clip_uint8(wa[x].sum / wa[x].total_weight);
- }
- dst += dst_linesize;
- src += src_linesize;
- wa += wa_linesize;
- }
- }
- static int nlmeans_plane(AVFilterContext *ctx, int w, int h, int p, int r,
- uint8_t *dst, ptrdiff_t dst_linesize,
- const uint8_t *src, ptrdiff_t src_linesize)
- {
- int offx, offy;
- NLMeansContext *s = ctx->priv;
- /* patches center points cover the whole research window so the patches
- * themselves overflow the research window */
- const int e = r + p;
- /* focus an integral pointer on the centered image (s1) */
- const uint32_t *centered_ii = s->ii + e*s->ii_lz_32 + e;
- memset(s->wa, 0, s->wa_linesize * h * sizeof(*s->wa));
- for (offy = -r; offy <= r; offy++) {
- for (offx = -r; offx <= r; offx++) {
- if (offx || offy) {
- struct thread_data td = {
- .src = src + offy*src_linesize + offx,
- .src_linesize = src_linesize,
- .startx = FFMAX(0, -offx),
- .starty = FFMAX(0, -offy),
- .endx = FFMIN(w, w - offx),
- .endy = FFMIN(h, h - offy),
- .ii_start = centered_ii + offy*s->ii_lz_32 + offx,
- .p = p,
- };
- compute_ssd_integral_image(&s->dsp, s->ii, s->ii_lz_32,
- src, src_linesize,
- offx, offy, e, w, h);
- ctx->internal->execute(ctx, nlmeans_slice, &td, NULL,
- FFMIN(td.endy - td.starty, ff_filter_get_nb_threads(ctx)));
- }
- }
- }
- weight_averages(dst, dst_linesize, src, src_linesize,
- s->wa, s->wa_linesize, w, h);
- return 0;
- }
- static int filter_frame(AVFilterLink *inlink, AVFrame *in)
- {
- int i;
- AVFilterContext *ctx = inlink->dst;
- NLMeansContext *s = ctx->priv;
- AVFilterLink *outlink = ctx->outputs[0];
- AVFrame *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 (i = 0; i < s->nb_planes; i++) {
- const int w = i ? s->chroma_w : inlink->w;
- const int h = i ? s->chroma_h : inlink->h;
- const int p = i ? s->patch_hsize_uv : s->patch_hsize;
- const int r = i ? s->research_hsize_uv : s->research_hsize;
- nlmeans_plane(ctx, w, h, p, r,
- out->data[i], out->linesize[i],
- in->data[i], in->linesize[i]);
- }
- av_frame_free(&in);
- return ff_filter_frame(outlink, out);
- }
- #define CHECK_ODD_FIELD(field, name) do { \
- if (!(s->field & 1)) { \
- s->field |= 1; \
- av_log(ctx, AV_LOG_WARNING, name " size must be odd, " \
- "setting it to %d\n", s->field); \
- } \
- } while (0)
- void ff_nlmeans_init(NLMeansDSPContext *dsp)
- {
- dsp->compute_safe_ssd_integral_image = compute_safe_ssd_integral_image_c;
- if (ARCH_AARCH64)
- ff_nlmeans_init_aarch64(dsp);
- }
- static av_cold int init(AVFilterContext *ctx)
- {
- int i;
- NLMeansContext *s = ctx->priv;
- const double h = s->sigma * 10.;
- s->pdiff_scale = 1. / (h * h);
- s->max_meaningful_diff = log(255.) / s->pdiff_scale;
- s->weight_lut = av_calloc(s->max_meaningful_diff, sizeof(*s->weight_lut));
- if (!s->weight_lut)
- return AVERROR(ENOMEM);
- for (i = 0; i < s->max_meaningful_diff; i++)
- s->weight_lut[i] = exp(-i * s->pdiff_scale);
- CHECK_ODD_FIELD(research_size, "Luma research window");
- CHECK_ODD_FIELD(patch_size, "Luma patch");
- if (!s->research_size_uv) s->research_size_uv = s->research_size;
- if (!s->patch_size_uv) s->patch_size_uv = s->patch_size;
- CHECK_ODD_FIELD(research_size_uv, "Chroma research window");
- CHECK_ODD_FIELD(patch_size_uv, "Chroma patch");
- s->research_hsize = s->research_size / 2;
- s->research_hsize_uv = s->research_size_uv / 2;
- s->patch_hsize = s->patch_size / 2;
- s->patch_hsize_uv = s->patch_size_uv / 2;
- av_log(ctx, AV_LOG_INFO, "Research window: %dx%d / %dx%d, patch size: %dx%d / %dx%d\n",
- s->research_size, s->research_size, s->research_size_uv, s->research_size_uv,
- s->patch_size, s->patch_size, s->patch_size_uv, s->patch_size_uv);
- ff_nlmeans_init(&s->dsp);
- return 0;
- }
- static av_cold void uninit(AVFilterContext *ctx)
- {
- NLMeansContext *s = ctx->priv;
- av_freep(&s->weight_lut);
- av_freep(&s->ii_orig);
- av_freep(&s->wa);
- }
- static const AVFilterPad nlmeans_inputs[] = {
- {
- .name = "default",
- .type = AVMEDIA_TYPE_VIDEO,
- .config_props = config_input,
- .filter_frame = filter_frame,
- },
- { NULL }
- };
- static const AVFilterPad nlmeans_outputs[] = {
- {
- .name = "default",
- .type = AVMEDIA_TYPE_VIDEO,
- },
- { NULL }
- };
- AVFilter ff_vf_nlmeans = {
- .name = "nlmeans",
- .description = NULL_IF_CONFIG_SMALL("Non-local means denoiser."),
- .priv_size = sizeof(NLMeansContext),
- .init = init,
- .uninit = uninit,
- .query_formats = query_formats,
- .inputs = nlmeans_inputs,
- .outputs = nlmeans_outputs,
- .priv_class = &nlmeans_class,
- .flags = AVFILTER_FLAG_SUPPORT_TIMELINE_GENERIC | AVFILTER_FLAG_SLICE_THREADS,
- };
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