aboutsummaryrefslogtreecommitdiffstats
path: root/libavfilter/vf_palettegen.c
blob: 81897a69ec66519a0832461eb4cc5c6a1580487d (plain) (blame)
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
/*
 * Copyright (c) 2015 Stupeflix
 * Copyright (c) 2022 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
 */

/**
 * @file
 * Generate one palette for a whole video stream.
 */

#include "libavutil/avassert.h"
#include "libavutil/internal.h"
#include "libavutil/mem.h"
#include "libavutil/opt.h"
#include "libavutil/intreadwrite.h"
#include "avfilter.h"
#include "formats.h"
#include "internal.h"
#include "palette.h"
#include "video.h"

/* Reference a color and how much it's used */
struct color_ref {
    uint32_t color;
    struct Lab lab;
    int64_t count;
};

/* Store a range of colors */
struct range_box {
    uint32_t color;     // average color
    struct Lab avg;     // average color in perceptual OkLab space
    int major_axis;     // best axis candidate for cutting the box
    int64_t weight;     // sum of all the weights of the colors
    int64_t cut_score;  // how likely the box is to be cut down (higher implying more likely)
    int start;          // index in PaletteGenContext->refs
    int len;            // number of referenced colors
    int sorted_by;      // whether range of colors is sorted by red (0), green (1) or blue (2)
};

struct hist_node {
    struct color_ref *entries;
    int nb_entries;
};

enum {
    STATS_MODE_ALL_FRAMES,
    STATS_MODE_DIFF_FRAMES,
    STATS_MODE_SINGLE_FRAMES,
    NB_STATS_MODE
};

#define HIST_SIZE (1<<15)

typedef struct PaletteGenContext {
    const AVClass *class;

    int max_colors;
    int reserve_transparent;
    int stats_mode;

    AVFrame *prev_frame;                    // previous frame used for the diff stats_mode
    struct hist_node histogram[HIST_SIZE];  // histogram/hashtable of the colors
    struct color_ref **refs;                // references of all the colors used in the stream
    int nb_refs;                            // number of color references (or number of different colors)
    struct range_box boxes[256];            // define the segmentation of the colorspace (the final palette)
    int nb_boxes;                           // number of boxes (increase will segmenting them)
    int palette_pushed;                     // if the palette frame is pushed into the outlink or not
    uint8_t transparency_color[4];          // background color for transparency
} PaletteGenContext;

#define OFFSET(x) offsetof(PaletteGenContext, x)
#define FLAGS AV_OPT_FLAG_FILTERING_PARAM|AV_OPT_FLAG_VIDEO_PARAM
static const AVOption palettegen_options[] = {
    { "max_colors", "set the maximum number of colors to use in the palette", OFFSET(max_colors), AV_OPT_TYPE_INT, {.i64=256}, 2, 256, FLAGS },
    { "reserve_transparent", "reserve a palette entry for transparency", OFFSET(reserve_transparent), AV_OPT_TYPE_BOOL, {.i64=1}, 0, 1, FLAGS },
    { "transparency_color", "set a background color for transparency", OFFSET(transparency_color), AV_OPT_TYPE_COLOR, {.str="lime"}, 0, 0, FLAGS },
    { "stats_mode", "set statistics mode", OFFSET(stats_mode), AV_OPT_TYPE_INT, {.i64=STATS_MODE_ALL_FRAMES}, 0, NB_STATS_MODE-1, FLAGS, .unit = "mode" },
        { "full", "compute full frame histograms", 0, AV_OPT_TYPE_CONST, {.i64=STATS_MODE_ALL_FRAMES}, INT_MIN, INT_MAX, FLAGS, .unit = "mode" },
        { "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, .unit = "mode" },
        { "single", "compute new histogram for each frame", 0, AV_OPT_TYPE_CONST, {.i64=STATS_MODE_SINGLE_FRAMES}, INT_MIN, INT_MAX, FLAGS, .unit = "mode" },
    { NULL }
};

AVFILTER_DEFINE_CLASS(palettegen);

static int query_formats(AVFilterContext *ctx)
{
    static const enum AVPixelFormat in_fmts[]  = {AV_PIX_FMT_RGB32, AV_PIX_FMT_NONE};
    static const enum AVPixelFormat out_fmts[] = {AV_PIX_FMT_RGB32, AV_PIX_FMT_NONE};
    int ret;

    if ((ret = ff_formats_ref(ff_make_format_list(in_fmts) , &ctx->inputs[0]->outcfg.formats)) < 0)
        return ret;
    if ((ret = ff_formats_ref(ff_make_format_list(out_fmts), &ctx->outputs[0]->incfg.formats)) < 0)
        return ret;
    return 0;
}

typedef int (*cmp_func)(const void *, const void *);

#define DECLARE_CMP_FUNC(k0, k1, k2)                        \
static int cmp_##k0##k1##k2(const void *pa, const void *pb) \
{                                                           \
    const struct color_ref * const *a = pa;                 \
    const struct color_ref * const *b = pb;                 \
    const int c0 = FFDIFFSIGN((*a)->lab.k0, (*b)->lab.k0);  \
    const int c1 = FFDIFFSIGN((*a)->lab.k1, (*b)->lab.k1);  \
    const int c2 = FFDIFFSIGN((*a)->lab.k2, (*b)->lab.k2);  \
    return c0 ? c0 : c1 ? c1 : c2;                          \
}

DECLARE_CMP_FUNC(L, a, b)
DECLARE_CMP_FUNC(L, b, a)
DECLARE_CMP_FUNC(a, L, b)
DECLARE_CMP_FUNC(a, b, L)
DECLARE_CMP_FUNC(b, L, a)
DECLARE_CMP_FUNC(b, a, L)

enum { ID_XYZ, ID_XZY, ID_ZXY, ID_YXZ, ID_ZYX, ID_YZX };
static const char * const sortstr[] = { "Lab", "Lba", "bLa", "aLb", "baL", "abL" };

static const cmp_func cmp_funcs[] = {
    [ID_XYZ] = cmp_Lab,
    [ID_XZY] = cmp_Lba,
    [ID_ZXY] = cmp_bLa,
    [ID_YXZ] = cmp_aLb,
    [ID_ZYX] = cmp_baL,
    [ID_YZX] = cmp_abL,
};

/*
 * Return an identifier for the order of x, y, z (from higher to lower),
 * preferring x over y and y over z in case of equality.
 */
static int sort3id(int64_t x, int64_t y, int64_t z)
{
    if (x >= y) {
        if (y >= z) return ID_XYZ;
        if (x >= z) return ID_XZY;
        return ID_ZXY;
    }
    if (x >= z) return ID_YXZ;
    if (y >= z) return ID_YZX;
    return ID_ZYX;
}

/**
 * Simple color comparison for sorting the final palette
 */
static int cmp_color(const void *a, const void *b)
{
    const struct range_box *box1 = a;
    const struct range_box *box2 = b;
    return FFDIFFSIGN(box1->color, box2->color);
}

static void compute_box_stats(PaletteGenContext *s, struct range_box *box)
{
    int64_t er2[3] = {0};

    /* Compute average color */
    int64_t sL = 0, sa = 0, sb = 0;
    box->weight = 0;
    for (int i = box->start; i < box->start + box->len; i++) {
        const struct color_ref *ref = s->refs[i];
        sL += ref->lab.L * ref->count;
        sa += ref->lab.a * ref->count;
        sb += ref->lab.b * ref->count;
        box->weight += ref->count;
    }
    box->avg.L = sL / box->weight;
    box->avg.a = sa / box->weight;
    box->avg.b = sb / box->weight;

    /* Compute squared error of each color channel */
    for (int i = box->start; i < box->start + box->len; i++) {
        const struct color_ref *ref = s->refs[i];
        const int64_t dL = ref->lab.L - box->avg.L;
        const int64_t da = ref->lab.a - box->avg.a;
        const int64_t db = ref->lab.b - box->avg.b;
        er2[0] += dL * dL * ref->count;
        er2[1] += da * da * ref->count;
        er2[2] += db * db * ref->count;
    }

    /* Define the best axis candidate for cutting the box */
    box->major_axis = sort3id(er2[0], er2[1], er2[2]);

    /* The box that has the axis with the biggest error amongst all boxes will but cut down */
    box->cut_score = FFMAX3(er2[0], er2[1], er2[2]);
}

/**
 * Find the next box to split: pick the one with the highest cut score
 */
static int get_next_box_id_to_split(PaletteGenContext *s)
{
    int best_box_id = -1;
    int64_t max_score = -1;

    if (s->nb_boxes == s->max_colors - s->reserve_transparent)
        return -1;

    for (int box_id = 0; box_id < s->nb_boxes; box_id++) {
        const struct range_box *box = &s->boxes[box_id];
        if (s->boxes[box_id].len >= 2 && box->cut_score > max_score) {
            best_box_id = box_id;
            max_score = box->cut_score;
        }
    }
    return best_box_id;
}

/**
 * Split given box in two at position n. The original box becomes the left part
 * of the split, and the new index box is the right part.
 */
static void split_box(PaletteGenContext *s, struct range_box *box, int n)
{
    struct range_box *new_box = &s->boxes[s->nb_boxes++];
    new_box->start     = n + 1;
    new_box->len       = box->start + box->len - new_box->start;
    new_box->sorted_by = box->sorted_by;
    box->len -= new_box->len;

    av_assert0(box->len     >= 1);
    av_assert0(new_box->len >= 1);

    compute_box_stats(s, box);
    compute_box_stats(s, new_box);
}

/**
 * Write the palette into the output frame.
 */
static void write_palette(AVFilterContext *ctx, AVFrame *out)
{
    const PaletteGenContext *s = ctx->priv;
    int box_id = 0;
    uint32_t *pal = (uint32_t *)out->data[0];
    const int pal_linesize = out->linesize[0] >> 2;
    uint32_t last_color = 0;

    for (int y = 0; y < out->height; y++) {
        for (int x = 0; x < out->width; x++) {
            if (box_id < s->nb_boxes) {
                pal[x] = s->boxes[box_id++].color;
                if ((x || y) && pal[x] == last_color)
                    av_log(ctx, AV_LOG_WARNING, "Duped color: %08"PRIX32"\n", pal[x]);
                last_color = pal[x];
            } else {
                pal[x] = last_color; // pad with last color
            }
        }
        pal += pal_linesize;
    }

    if (s->reserve_transparent) {
        av_assert0(s->nb_boxes < 256);
        pal[out->width - pal_linesize - 1] = AV_RB32(&s->transparency_color) >> 8;
    }
}

/**
 * Crawl the histogram to get all the defined colors, and create a linear list
 * of them (each color reference entry is a pointer to the value in the
 * histogram/hash table).
 */
static struct color_ref **load_color_refs(const struct hist_node *hist, int nb_refs)
{
    int k = 0;
    struct color_ref **refs = av_malloc_array(nb_refs, sizeof(*refs));

    if (!refs)
        return NULL;

    for (int j = 0; j < HIST_SIZE; j++) {
        const struct hist_node *node = &hist[j];

        for (int i = 0; i < node->nb_entries; i++)
            refs[k++] = &node->entries[i];
    }

    return refs;
}

static double set_colorquant_ratio_meta(AVFrame *out, int nb_out, int nb_in)
{
    char buf[32];
    const double ratio = (double)nb_out / nb_in;
    snprintf(buf, sizeof(buf), "%f", ratio);
    av_dict_set(&out->metadata, "lavfi.color_quant_ratio", buf, 0);
    return ratio;
}

/**
 * Main function implementing the Median Cut Algorithm defined by Paul Heckbert
 * in Color Image Quantization for Frame Buffer Display (1982)
 */
static AVFrame *get_palette_frame(AVFilterContext *ctx)
{
    AVFrame *out;
    PaletteGenContext *s = ctx->priv;
    AVFilterLink *outlink = ctx->outputs[0];
    double ratio;
    int box_id = 0;
    struct range_box *box;

    /* reference only the used colors from histogram */
    s->refs = load_color_refs(s->histogram, s->nb_refs);
    if (!s->refs) {
        av_log(ctx, AV_LOG_ERROR, "Unable to allocate references for %d different colors\n", s->nb_refs);
        return NULL;
    }

    /* create the palette frame */
    out = ff_get_video_buffer(outlink, outlink->w, outlink->h);
    if (!out)
        return NULL;
    out->pts = 0;

    /* set first box for 0..nb_refs */
    box = &s->boxes[box_id];
    box->len = s->nb_refs;
    box->sorted_by = -1;
    compute_box_stats(s, box);
    s->nb_boxes = 1;

    while (box && box->len > 1) {
        int i;
        int64_t median, weight;

        ff_dlog(ctx, "box #%02X [%6d..%-6d] (%6d) w:%-6"PRIu64" sort by %s (already sorted:%c) ",
                box_id, box->start, box->start + box->len - 1, box->len, box->weight,
                sortstr[box->major_axis], box->sorted_by == box->major_axis ? 'y':'n');

        /* sort the range by its major axis if it's not already sorted */
        if (box->sorted_by != box->major_axis) {
            cmp_func cmpf = cmp_funcs[box->major_axis];
            qsort(&s->refs[box->start], box->len, sizeof(struct color_ref *), cmpf);
            box->sorted_by = box->major_axis;
        }

        /* locate the median where to split */
        median = (box->weight + 1) >> 1;
        weight = 0;
        /* if you have 2 boxes, the maximum is actually #0: you must have at
         * least 1 color on each side of the split, hence the -2 */
        for (i = box->start; i < box->start + box->len - 2; i++) {
            weight += s->refs[i]->count;
            if (weight > median)
                break;
        }
        ff_dlog(ctx, "split @ i=%-6d with w=%-6"PRIu64" (target=%6"PRIu64")\n", i, weight, median);
        split_box(s, box, i);

        box_id = get_next_box_id_to_split(s);
        box = box_id >= 0 ? &s->boxes[box_id] : NULL;
    }

    ratio = set_colorquant_ratio_meta(out, s->nb_boxes, s->nb_refs);
    av_log(ctx, AV_LOG_INFO, "%d%s colors generated out of %d colors; ratio=%f\n",
           s->nb_boxes, s->reserve_transparent ? "(+1)" : "", s->nb_refs, ratio);

    for (int i = 0; i < s->nb_boxes; i++)
        s->boxes[i].color = 0xffU<<24 | ff_oklab_int_to_srgb_u8(s->boxes[i].avg);

    qsort(s->boxes, s->nb_boxes, sizeof(*s->boxes), cmp_color);

    write_palette(ctx, out);

    return out;
}

/**
 * Locate the color in the hash table and increment its counter.
 */
static int color_inc(struct hist_node *hist, uint32_t color)
{
    const uint32_t hash = ff_lowbias32(color) & (HIST_SIZE - 1);
    struct hist_node *node = &hist[hash];
    struct color_ref *e;

    for (int 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->lab = ff_srgb_u8_to_oklab_int(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 < f1->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;
    int ret;

    if (in->color_trc != AVCOL_TRC_UNSPECIFIED && in->color_trc != AVCOL_TRC_IEC61966_2_1)
        av_log(ctx, AV_LOG_WARNING, "The input frame is not in sRGB, colors may be off\n");

    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 if (s->stats_mode == STATS_MODE_SINGLE_FRAMES && s->nb_refs > 0) {
        AVFrame *out;
        int i;

        out = get_palette_frame(ctx);
        out->pts = in->pts;
        av_frame_free(&in);
        ret = ff_filter_frame(ctx->outputs[0], out);
        for (i = 0; i < HIST_SIZE; i++)
            av_freep(&s->histogram[i].entries);
        av_freep(&s->refs);
        s->nb_refs = 0;
        s->nb_boxes = 0;
        memset(s->boxes, 0, sizeof(s->boxes));
        memset(s->histogram, 0, sizeof(s->histogram));
    } 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 && s->nb_refs && s->stats_mode != STATS_MODE_SINGLE_FRAMES) {
        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);
    return 0;
}

static int init(AVFilterContext *ctx)
{
    PaletteGenContext* s = ctx->priv;

    if (s->max_colors - s->reserve_transparent < 2) {
        av_log(ctx, AV_LOG_ERROR, "max_colors=2 is only allowed without reserving a transparent color slot\n");
        return AVERROR(EINVAL);
    }

    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_frame_free(&s->prev_frame);
}

static const AVFilterPad palettegen_inputs[] = {
    {
        .name         = "default",
        .type         = AVMEDIA_TYPE_VIDEO,
        .filter_frame = filter_frame,
    },
};

static const AVFilterPad palettegen_outputs[] = {
    {
        .name          = "default",
        .type          = AVMEDIA_TYPE_VIDEO,
        .config_props  = config_output,
        .request_frame = request_frame,
    },
};

const AVFilter ff_vf_palettegen = {
    .name          = "palettegen",
    .description   = NULL_IF_CONFIG_SMALL("Find the optimal palette for a given stream."),
    .priv_size     = sizeof(PaletteGenContext),
    .init          = init,
    .uninit        = uninit,
    FILTER_INPUTS(palettegen_inputs),
    FILTER_OUTPUTS(palettegen_outputs),
    FILTER_QUERY_FUNC(query_formats),
    .priv_class    = &palettegen_class,
};