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avfilter: add palettegen filter
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@ -6909,6 +6909,51 @@ pad="2*iw:2*ih:ow-iw:oh-ih"
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@end example
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@end itemize
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@section palettegen
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Generate one palette for a whole video stream.
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It accepts the following options:
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@table @option
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@item max_colors
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Set the maximum number of colors to quantize in the palette.
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Note: the palette will still contain 256 colors; the unused palette entries
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will be black.
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@item reserve_transparent
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Create a palette of 255 colors maximum and reserve the last one for
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transparency. Reserving the transparency color is useful for GIF optimization.
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If not set, the maximum of colors in the palette will be 256. You probably want
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to disable this option for a standalone image.
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Set by default.
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@item stats_mode
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Set statistics mode.
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It accepts the following values:
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@table @samp
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@item full
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Compute full frame histograms.
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@item diff
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Compute histograms only for the part that differs from previous frame. This
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might be relevant to give more importance to the moving part of your input if
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the background is static.
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@end table
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Default value is @var{full}.
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@end table
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@subsection Examples
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@itemize
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@item
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Generate a representative palette of a given video using @command{ffmpeg}:
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@example
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ffmpeg -i input.mkv -vf palettegen palette.png
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@end example
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@end itemize
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@section perspective
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Correct perspective of video not recorded perpendicular to the screen.
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@ -160,6 +160,7 @@ OBJS-$(CONFIG_OPENCL) += deshake_opencl.o unsharp_opencl.
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OBJS-$(CONFIG_OVERLAY_FILTER) += vf_overlay.o dualinput.o framesync.o
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OBJS-$(CONFIG_OWDENOISE_FILTER) += vf_owdenoise.o
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OBJS-$(CONFIG_PAD_FILTER) += vf_pad.o
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OBJS-$(CONFIG_PALETTEGEN_FILTER) += vf_palettegen.o
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OBJS-$(CONFIG_PERMS_FILTER) += f_perms.o
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OBJS-$(CONFIG_PERSPECTIVE_FILTER) += vf_perspective.o
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OBJS-$(CONFIG_PHASE_FILTER) += vf_phase.o
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@ -175,6 +175,7 @@ void avfilter_register_all(void)
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REGISTER_FILTER(OVERLAY, overlay, vf);
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REGISTER_FILTER(OWDENOISE, owdenoise, vf);
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REGISTER_FILTER(PAD, pad, vf);
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REGISTER_FILTER(PALETTEGEN, palettegen, vf);
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REGISTER_FILTER(PERMS, perms, vf);
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REGISTER_FILTER(PERSPECTIVE, perspective, vf);
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REGISTER_FILTER(PHASE, phase, vf);
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547
libavfilter/vf_palettegen.c
Normal file
547
libavfilter/vf_palettegen.c
Normal file
@ -0,0 +1,547 @@
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/*
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* This file is part of FFmpeg.
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*
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* FFmpeg is free software; you can redistribute it and/or
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* modify it under the terms of the GNU Lesser General Public
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* License as published by the Free Software Foundation; either
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* version 2.1 of the License, or (at your option) any later version.
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*
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* FFmpeg is distributed in the hope that it will be useful,
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* but WITHOUT ANY WARRANTY; without even the implied warranty of
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* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU
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* Lesser General Public License for more details.
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*
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* You should have received a copy of the GNU Lesser General Public
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* License along with FFmpeg; if not, write to the Free Software
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* Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301 USA
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*/
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/**
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* @file
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* Generate one palette for a whole video stream.
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*/
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#include "libavutil/avassert.h"
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#include "libavutil/opt.h"
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#include "avfilter.h"
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#include "internal.h"
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/* Reference a color and how much it's used */
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struct color_ref {
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uint32_t color;
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uint64_t count;
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};
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/* Store a range of colors */
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struct range_box {
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uint32_t color; // average color
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int64_t variance; // overall variance of the box (how much the colors are spread)
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int start; // index in PaletteGenContext->refs
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int len; // number of referenced colors
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int sorted_by; // whether range of colors is sorted by red (0), green (1) or blue (2)
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};
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struct hist_node {
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struct color_ref *entries;
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int nb_entries;
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};
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enum {
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STATS_MODE_ALL_FRAMES,
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STATS_MODE_DIFF_FRAMES,
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NB_STATS_MODE
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};
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#define NBITS 4
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#define HIST_SIZE (1<<(3*NBITS))
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typedef struct {
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const AVClass *class;
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int max_colors;
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int reserve_transparent;
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int stats_mode;
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AVFrame *prev_frame; // previous frame used for the diff stats_mode
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struct hist_node histogram[HIST_SIZE]; // histogram/hashtable of the colors
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struct color_ref **refs; // references of all the colors used in the stream
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int nb_refs; // number of color references (or number of different colors)
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struct range_box boxes[256]; // define the segmentation of the colorspace (the final palette)
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int nb_boxes; // number of boxes (increase will segmenting them)
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int palette_pushed; // if the palette frame is pushed into the outlink or not
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} PaletteGenContext;
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#define OFFSET(x) offsetof(PaletteGenContext, x)
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#define FLAGS AV_OPT_FLAG_FILTERING_PARAM|AV_OPT_FLAG_VIDEO_PARAM
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static const AVOption palettegen_options[] = {
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{ "max_colors", "set the maximum number of colors to use in the palette", OFFSET(max_colors), AV_OPT_TYPE_INT, {.i64=256}, 4, 256, FLAGS },
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{ "reserve_transparent", "reserve a palette entry for transparency", OFFSET(reserve_transparent), AV_OPT_TYPE_INT, {.i64=1}, 0, 1, FLAGS },
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{ "stats_mode", "set statistics mode", OFFSET(stats_mode), AV_OPT_TYPE_INT, {.i64=STATS_MODE_ALL_FRAMES}, 0, NB_STATS_MODE, FLAGS, "mode" },
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{ "full", "compute full frame histograms", 0, AV_OPT_TYPE_CONST, {.i64=STATS_MODE_ALL_FRAMES}, INT_MIN, INT_MAX, FLAGS, "mode" },
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{ "diff", "compute histograms only for the part that differs from previous frame", 0, AV_OPT_TYPE_CONST, {.i64=STATS_MODE_DIFF_FRAMES}, INT_MIN, INT_MAX, FLAGS, "mode" },
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{ NULL }
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};
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AVFILTER_DEFINE_CLASS(palettegen);
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static int query_formats(AVFilterContext *ctx)
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{
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static const enum AVPixelFormat in_fmts[] = {AV_PIX_FMT_RGB32, AV_PIX_FMT_NONE};
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static const enum AVPixelFormat out_fmts[] = {AV_PIX_FMT_RGB32, AV_PIX_FMT_NONE};
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AVFilterFormats *in = ff_make_format_list(in_fmts);
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AVFilterFormats *out = ff_make_format_list(out_fmts);
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if (!in || !out)
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return AVERROR(ENOMEM);
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ff_formats_ref(in, &ctx->inputs[0]->out_formats);
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ff_formats_ref(out, &ctx->outputs[0]->in_formats);
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return 0;
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}
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typedef int (*cmp_func)(const void *, const void *);
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#define DECLARE_CMP_FUNC(name, pos) \
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static int cmp_##name(const void *pa, const void *pb) \
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{ \
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const struct color_ref * const *a = pa; \
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const struct color_ref * const *b = pb; \
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return ((*a)->color >> (8 * (2 - (pos))) & 0xff) \
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- ((*b)->color >> (8 * (2 - (pos))) & 0xff); \
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}
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DECLARE_CMP_FUNC(r, 0)
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DECLARE_CMP_FUNC(g, 1)
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DECLARE_CMP_FUNC(b, 2)
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static const cmp_func cmp_funcs[] = {cmp_r, cmp_g, cmp_b};
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/**
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* Simple color comparison for sorting the final palette
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*/
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static int cmp_color(const void *a, const void *b)
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{
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const struct range_box *box1 = a;
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const struct range_box *box2 = b;
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return box1->color - box2->color;
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}
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static av_always_inline int diff(const uint32_t a, const uint32_t b)
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{
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const uint8_t c1[] = {a >> 16 & 0xff, a >> 8 & 0xff, a & 0xff};
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const uint8_t c2[] = {b >> 16 & 0xff, b >> 8 & 0xff, b & 0xff};
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const int dr = c1[0] - c2[0];
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const int dg = c1[1] - c2[1];
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const int db = c1[2] - c2[2];
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return dr*dr + dg*dg + db*db;
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}
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/**
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* Find the next box to split: pick the one with the highest variance
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*/
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static int get_next_box_id_to_split(PaletteGenContext *s)
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{
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int box_id, i, best_box_id = -1;
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int64_t max_variance = -1;
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if (s->nb_boxes == s->max_colors - s->reserve_transparent)
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return -1;
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for (box_id = 0; box_id < s->nb_boxes; box_id++) {
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struct range_box *box = &s->boxes[box_id];
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if (s->boxes[box_id].len >= 2) {
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if (box->variance == -1) {
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int64_t variance = 0;
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for (i = 0; i < box->len; i++) {
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const struct color_ref *ref = s->refs[box->start + i];
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variance += diff(ref->color, box->color) * ref->count;
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}
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box->variance = variance;
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}
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if (box->variance > max_variance) {
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best_box_id = box_id;
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max_variance = box->variance;
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}
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} else {
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box->variance = -1;
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}
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}
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return best_box_id;
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}
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/**
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* Get the 32-bit average color for the range of RGB colors enclosed in the
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* specified box. Takes into account the weight of each color.
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*/
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static uint32_t get_avg_color(struct color_ref * const *refs,
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const struct range_box *box)
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{
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int i;
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const int n = box->len;
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uint64_t r = 0, g = 0, b = 0, div = 0;
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for (i = 0; i < n; i++) {
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const struct color_ref *ref = refs[box->start + i];
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r += (ref->color >> 16 & 0xff) * ref->count;
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g += (ref->color >> 8 & 0xff) * ref->count;
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b += (ref->color & 0xff) * ref->count;
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div += ref->count;
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}
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r = r / div;
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g = g / div;
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b = b / div;
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return 0xffU<<24 | r<<16 | g<<8 | b;
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}
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/**
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* Split given box in two at position n. The original box becomes the left part
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* of the split, and the new index box is the right part.
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*/
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static void split_box(PaletteGenContext *s, struct range_box *box, int n)
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{
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struct range_box *new_box = &s->boxes[s->nb_boxes++];
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new_box->start = n + 1;
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new_box->len = box->start + box->len - new_box->start;
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new_box->sorted_by = box->sorted_by;
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box->len -= new_box->len;
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av_assert0(box->len >= 1);
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av_assert0(new_box->len >= 1);
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box->color = get_avg_color(s->refs, box);
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new_box->color = get_avg_color(s->refs, new_box);
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box->variance = -1;
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new_box->variance = -1;
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}
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/**
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* Write the palette into the output frame.
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*/
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static void write_palette(const PaletteGenContext *s, AVFrame *out)
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{
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int x, y, box_id = 0;
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uint32_t *pal = (uint32_t *)out->data[0];
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const int pal_linesize = out->linesize[0] >> 2;
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uint32_t last_color = 0;
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for (y = 0; y < out->height; y++) {
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for (x = 0; x < out->width; x++) {
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if (box_id < s->nb_boxes) {
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pal[x] = s->boxes[box_id++].color;
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if ((x || y) && pal[x] == last_color)
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av_log(NULL, AV_LOG_WARNING, "Dupped color: %08X\n", pal[x]);
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last_color = pal[x];
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} else {
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pal[x] = 0xff000000; // pad with black
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}
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}
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pal += pal_linesize;
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}
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if (s->reserve_transparent) {
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av_assert0(s->nb_boxes < 256);
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pal[out->width - pal_linesize - 1] = 0x0000ff00; // add a green transparent color
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}
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}
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/**
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* Crawl the histogram to get all the defined colors, and create a linear list
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* of them (each color reference entry is a pointer to the value in the
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* histogram/hash table).
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*/
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static struct color_ref **load_color_refs(const struct hist_node *hist, int nb_refs)
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{
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int i, j, k = 0;
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struct color_ref **refs = av_malloc_array(nb_refs, sizeof(*refs));
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if (!refs)
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return NULL;
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for (j = 0; j < HIST_SIZE; j++) {
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const struct hist_node *node = &hist[j];
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for (i = 0; i < node->nb_entries; i++)
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refs[k++] = &node->entries[i];
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}
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return refs;
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}
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/**
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* Main function implementing the Median Cut Algorithm defined by Paul Heckbert
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* in Color Image Quantization for Frame Buffer Display (1982)
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*/
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static AVFrame *get_palette_frame(AVFilterContext *ctx)
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{
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AVFrame *out;
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PaletteGenContext *s = ctx->priv;
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AVFilterLink *outlink = ctx->outputs[0];
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int box_id = 0;
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int longest = 0;
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struct range_box *box;
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/* reference only the used colors from histogram */
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s->refs = load_color_refs(s->histogram, s->nb_refs);
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if (!s->refs) {
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av_log(ctx, AV_LOG_ERROR, "Unable to allocate references for %d different colors\n", s->nb_refs);
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return NULL;
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}
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/* create the palette frame */
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out = ff_get_video_buffer(outlink, outlink->w, outlink->h);
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if (!out)
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return NULL;
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out->pts = 0;
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/* set first box for 0..nb_refs */
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box = &s->boxes[box_id];
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box->len = s->nb_refs;
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box->sorted_by = -1;
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box->color = get_avg_color(s->refs, box);
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box->variance = -1;
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s->nb_boxes = 1;
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while (box && box->len > 1) {
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int i, rr, gr, br;
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uint64_t median, box_weight = 0;
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/* compute the box weight (sum all the weights of the colors in the
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* range) and its boundings */
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uint8_t min[3] = {0xff, 0xff, 0xff};
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uint8_t max[3] = {0x00, 0x00, 0x00};
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for (i = box->start; i < box->start + box->len; i++) {
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const struct color_ref *ref = s->refs[i];
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const uint32_t rgb = ref->color;
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const uint8_t r = rgb >> 16 & 0xff, g = rgb >> 8 & 0xff, b = rgb & 0xff;
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min[0] = FFMIN(r, min[0]), max[0] = FFMAX(r, max[0]);
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min[1] = FFMIN(g, min[1]), max[1] = FFMAX(g, max[1]);
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min[2] = FFMIN(b, min[2]), max[2] = FFMAX(b, max[2]);
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box_weight += ref->count;
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}
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/* define the axis to sort by according to the widest range of colors */
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rr = max[0] - min[0];
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gr = max[1] - min[1];
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br = max[2] - min[2];
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longest = 1; // pick green by default (the color the eye is the most sensitive to)
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if (br >= rr && br >= gr) longest = 2;
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if (rr >= gr && rr >= br) longest = 0;
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if (gr >= rr && gr >= br) longest = 1; // prefer green again
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av_dlog(ctx, "box #%02X [%6d..%-6d] (%6d) w:%-6"PRIu64" ranges:[%2x %2x %2x] sort by %c (already sorted:%c) ",
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box_id, box->start, box->start + box->len - 1, box->len, box_weight,
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rr, gr, br, "rgb"[longest], box->sorted_by == longest ? 'y':'n');
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/* sort the range by its longest axis if it's not already sorted */
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if (box->sorted_by != longest) {
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qsort(&s->refs[box->start], box->len, sizeof(*s->refs), cmp_funcs[longest]);
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box->sorted_by = longest;
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}
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/* locate the median where to split */
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median = (box_weight + 1) >> 1;
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box_weight = 0;
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/* if you have 2 boxes, the maximum is actually #0: you must have at
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* least 1 color on each side of the split, hence the -2 */
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for (i = box->start; i < box->start + box->len - 2; i++) {
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box_weight += s->refs[i]->count;
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if (box_weight > median)
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break;
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}
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av_dlog(ctx, "split @ i=%-6d with w=%-6"PRIu64" (target=%6"PRIu64")\n", i, box_weight, median);
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split_box(s, box, i);
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box_id = get_next_box_id_to_split(s);
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box = box_id >= 0 ? &s->boxes[box_id] : NULL;
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}
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av_log(ctx, AV_LOG_DEBUG, "%d%s boxes generated out of %d colors\n",
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s->nb_boxes, s->reserve_transparent ? "(+1)" : "", s->nb_refs);
|
||||
|
||||
qsort(s->boxes, s->nb_boxes, sizeof(*s->boxes), cmp_color);
|
||||
|
||||
write_palette(s, out);
|
||||
|
||||
return out;
|
||||
}
|
||||
|
||||
/**
|
||||
* Hashing function for the color.
|
||||
* It keeps the NBITS least significant bit of each component to make it
|
||||
* "random" even if the scene doesn't have much different colors.
|
||||
*/
|
||||
static inline unsigned color_hash(uint32_t color)
|
||||
{
|
||||
const uint8_t r = color >> 16 & ((1<<NBITS)-1);
|
||||
const uint8_t g = color >> 8 & ((1<<NBITS)-1);
|
||||
const uint8_t b = color & ((1<<NBITS)-1);
|
||||
return r<<(NBITS*2) | g<<NBITS | b;
|
||||
}
|
||||
|
||||
/**
|
||||
* Locate the color in the hash table and increment its counter.
|
||||
*/
|
||||
static int color_inc(struct hist_node *hist, uint32_t color)
|
||||
{
|
||||
int i;
|
||||
const unsigned hash = color_hash(color);
|
||||
struct hist_node *node = &hist[hash];
|
||||
struct color_ref *e;
|
||||
|
||||
for (i = 0; i < node->nb_entries; i++) {
|
||||
e = &node->entries[i];
|
||||
if (e->color == color) {
|
||||
e->count++;
|
||||
return 0;
|
||||
}
|
||||
}
|
||||
|
||||
e = av_dynarray2_add((void**)&node->entries, &node->nb_entries,
|
||||
sizeof(*node->entries), NULL);
|
||||
if (!e)
|
||||
return AVERROR(ENOMEM);
|
||||
e->color = color;
|
||||
e->count = 1;
|
||||
return 1;
|
||||
}
|
||||
|
||||
/**
|
||||
* Update histogram when pixels differ from previous frame.
|
||||
*/
|
||||
static int update_histogram_diff(struct hist_node *hist,
|
||||
const AVFrame *f1, const AVFrame *f2)
|
||||
{
|
||||
int x, y, ret, nb_diff_colors = 0;
|
||||
|
||||
for (y = 0; y < f1->height; y++) {
|
||||
const uint32_t *p = (const uint32_t *)(f1->data[0] + y*f1->linesize[0]);
|
||||
const uint32_t *q = (const uint32_t *)(f2->data[0] + y*f2->linesize[0]);
|
||||
|
||||
for (x = 0; x < f2->width; x++) {
|
||||
if (p[x] == q[x])
|
||||
continue;
|
||||
ret = color_inc(hist, p[x]);
|
||||
if (ret < 0)
|
||||
return ret;
|
||||
nb_diff_colors += ret;
|
||||
}
|
||||
}
|
||||
return nb_diff_colors;
|
||||
}
|
||||
|
||||
/**
|
||||
* Simple histogram of the frame.
|
||||
*/
|
||||
static int update_histogram_frame(struct hist_node *hist, const AVFrame *f)
|
||||
{
|
||||
int x, y, ret, nb_diff_colors = 0;
|
||||
|
||||
for (y = 0; y < f->height; y++) {
|
||||
const uint32_t *p = (const uint32_t *)(f->data[0] + y*f->linesize[0]);
|
||||
|
||||
for (x = 0; x < f->width; x++) {
|
||||
ret = color_inc(hist, p[x]);
|
||||
if (ret < 0)
|
||||
return ret;
|
||||
nb_diff_colors += ret;
|
||||
}
|
||||
}
|
||||
return nb_diff_colors;
|
||||
}
|
||||
|
||||
/**
|
||||
* Update the histogram for each passing frame. No frame will be pushed here.
|
||||
*/
|
||||
static int filter_frame(AVFilterLink *inlink, AVFrame *in)
|
||||
{
|
||||
AVFilterContext *ctx = inlink->dst;
|
||||
PaletteGenContext *s = ctx->priv;
|
||||
const int ret = s->prev_frame ? update_histogram_diff(s->histogram, s->prev_frame, in)
|
||||
: update_histogram_frame(s->histogram, in);
|
||||
|
||||
if (ret > 0)
|
||||
s->nb_refs += ret;
|
||||
|
||||
if (s->stats_mode == STATS_MODE_DIFF_FRAMES) {
|
||||
av_frame_free(&s->prev_frame);
|
||||
s->prev_frame = in;
|
||||
} else {
|
||||
av_frame_free(&in);
|
||||
}
|
||||
|
||||
return ret;
|
||||
}
|
||||
|
||||
/**
|
||||
* Returns only one frame at the end containing the full palette.
|
||||
*/
|
||||
static int request_frame(AVFilterLink *outlink)
|
||||
{
|
||||
AVFilterContext *ctx = outlink->src;
|
||||
AVFilterLink *inlink = ctx->inputs[0];
|
||||
PaletteGenContext *s = ctx->priv;
|
||||
int r;
|
||||
|
||||
r = ff_request_frame(inlink);
|
||||
if (r == AVERROR_EOF && !s->palette_pushed) {
|
||||
r = ff_filter_frame(outlink, get_palette_frame(ctx));
|
||||
s->palette_pushed = 1;
|
||||
return r;
|
||||
}
|
||||
return r;
|
||||
}
|
||||
|
||||
/**
|
||||
* The output is one simple 16x16 squared-pixels palette.
|
||||
*/
|
||||
static int config_output(AVFilterLink *outlink)
|
||||
{
|
||||
outlink->w = outlink->h = 16;
|
||||
outlink->sample_aspect_ratio = av_make_q(1, 1);
|
||||
outlink->flags |= FF_LINK_FLAG_REQUEST_LOOP;
|
||||
return 0;
|
||||
}
|
||||
|
||||
static av_cold void uninit(AVFilterContext *ctx)
|
||||
{
|
||||
int i;
|
||||
PaletteGenContext *s = ctx->priv;
|
||||
|
||||
for (i = 0; i < HIST_SIZE; i++)
|
||||
av_freep(&s->histogram[i].entries);
|
||||
av_freep(&s->refs);
|
||||
av_freep(&s->prev_frame);
|
||||
}
|
||||
|
||||
static const AVFilterPad palettegen_inputs[] = {
|
||||
{
|
||||
.name = "default",
|
||||
.type = AVMEDIA_TYPE_VIDEO,
|
||||
.filter_frame = filter_frame,
|
||||
},
|
||||
{ NULL }
|
||||
};
|
||||
|
||||
static const AVFilterPad palettegen_outputs[] = {
|
||||
{
|
||||
.name = "default",
|
||||
.type = AVMEDIA_TYPE_VIDEO,
|
||||
.config_props = config_output,
|
||||
.request_frame = request_frame,
|
||||
},
|
||||
{ NULL }
|
||||
};
|
||||
|
||||
AVFilter ff_vf_palettegen = {
|
||||
.name = "palettegen",
|
||||
.description = NULL_IF_CONFIG_SMALL("Find the optimal palette for a given stream."),
|
||||
.priv_size = sizeof(PaletteGenContext),
|
||||
.uninit = uninit,
|
||||
.query_formats = query_formats,
|
||||
.inputs = palettegen_inputs,
|
||||
.outputs = palettegen_outputs,
|
||||
.priv_class = &palettegen_class,
|
||||
};
|
Loading…
Reference in New Issue
Block a user