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      1 // Copyright 2013 Google Inc. All Rights Reserved.
      2 //
      3 // Use of this source code is governed by a BSD-style license
      4 // that can be found in the COPYING file in the root of the source
      5 // tree. An additional intellectual property rights grant can be found
      6 // in the file PATENTS. All contributing project authors may
      7 // be found in the AUTHORS file in the root of the source tree.
      8 // -----------------------------------------------------------------------------
      9 //
     10 // Implement gradient smoothing: we replace a current alpha value by its
     11 // surrounding average if it's close enough (that is: the change will be less
     12 // than the minimum distance between two quantized level).
     13 // We use sliding window for computing the 2d moving average.
     14 //
     15 // Author: Skal (pascal.massimino (at) gmail.com)
     16 
     17 #include "src/utils/quant_levels_dec_utils.h"
     18 
     19 #include <string.h>   // for memset
     20 
     21 #include "src/utils/utils.h"
     22 
     23 // #define USE_DITHERING   // uncomment to enable ordered dithering (not vital)
     24 
     25 #define FIX 16     // fix-point precision for averaging
     26 #define LFIX 2     // extra precision for look-up table
     27 #define LUT_SIZE ((1 << (8 + LFIX)) - 1)  // look-up table size
     28 
     29 #if defined(USE_DITHERING)
     30 
     31 #define DFIX 4           // extra precision for ordered dithering
     32 #define DSIZE 4          // dithering size (must be a power of two)
     33 // cf. http://en.wikipedia.org/wiki/Ordered_dithering
     34 static const uint8_t kOrderedDither[DSIZE][DSIZE] = {
     35   {  0,  8,  2, 10 },     // coefficients are in DFIX fixed-point precision
     36   { 12,  4, 14,  6 },
     37   {  3, 11,  1,  9 },
     38   { 15,  7, 13,  5 }
     39 };
     40 
     41 #else
     42 #define DFIX 0
     43 #endif
     44 
     45 typedef struct {
     46   int width_, height_;  // dimension
     47   int stride_;          // stride in bytes
     48   int row_;             // current input row being processed
     49   uint8_t* src_;        // input pointer
     50   uint8_t* dst_;        // output pointer
     51 
     52   int radius_;          // filter radius (=delay)
     53   int scale_;           // normalization factor, in FIX bits precision
     54 
     55   void* mem_;           // all memory
     56 
     57   // various scratch buffers
     58   uint16_t* start_;
     59   uint16_t* cur_;
     60   uint16_t* end_;
     61   uint16_t* top_;
     62   uint16_t* average_;
     63 
     64   // input levels distribution
     65   int num_levels_;       // number of quantized levels
     66   int min_, max_;        // min and max level values
     67   int min_level_dist_;   // smallest distance between two consecutive levels
     68 
     69   int16_t* correction_;  // size = 1 + 2*LUT_SIZE  -> ~4k memory
     70 } SmoothParams;
     71 
     72 //------------------------------------------------------------------------------
     73 
     74 #define CLIP_8b_MASK (int)(~0U << (8 + DFIX))
     75 static WEBP_INLINE uint8_t clip_8b(int v) {
     76   return (!(v & CLIP_8b_MASK)) ? (uint8_t)(v >> DFIX) : (v < 0) ? 0u : 255u;
     77 }
     78 #undef CLIP_8b_MASK
     79 
     80 // vertical accumulation
     81 static void VFilter(SmoothParams* const p) {
     82   const uint8_t* src = p->src_;
     83   const int w = p->width_;
     84   uint16_t* const cur = p->cur_;
     85   const uint16_t* const top = p->top_;
     86   uint16_t* const out = p->end_;
     87   uint16_t sum = 0;               // all arithmetic is modulo 16bit
     88   int x;
     89 
     90   for (x = 0; x < w; ++x) {
     91     uint16_t new_value;
     92     sum += src[x];
     93     new_value = top[x] + sum;
     94     out[x] = new_value - cur[x];  // vertical sum of 'r' pixels.
     95     cur[x] = new_value;
     96   }
     97   // move input pointers one row down
     98   p->top_ = p->cur_;
     99   p->cur_ += w;
    100   if (p->cur_ == p->end_) p->cur_ = p->start_;  // roll-over
    101   // We replicate edges, as it's somewhat easier as a boundary condition.
    102   // That's why we don't update the 'src' pointer on top/bottom area:
    103   if (p->row_ >= 0 && p->row_ < p->height_ - 1) {
    104     p->src_ += p->stride_;
    105   }
    106 }
    107 
    108 // horizontal accumulation. We use mirror replication of missing pixels, as it's
    109 // a little easier to implement (surprisingly).
    110 static void HFilter(SmoothParams* const p) {
    111   const uint16_t* const in = p->end_;
    112   uint16_t* const out = p->average_;
    113   const uint32_t scale = p->scale_;
    114   const int w = p->width_;
    115   const int r = p->radius_;
    116 
    117   int x;
    118   for (x = 0; x <= r; ++x) {   // left mirroring
    119     const uint16_t delta = in[x + r - 1] + in[r - x];
    120     out[x] = (delta * scale) >> FIX;
    121   }
    122   for (; x < w - r; ++x) {     // bulk middle run
    123     const uint16_t delta = in[x + r] - in[x - r - 1];
    124     out[x] = (delta * scale) >> FIX;
    125   }
    126   for (; x < w; ++x) {         // right mirroring
    127     const uint16_t delta =
    128         2 * in[w - 1] - in[2 * w - 2 - r - x] - in[x - r - 1];
    129     out[x] = (delta * scale) >> FIX;
    130   }
    131 }
    132 
    133 // emit one filtered output row
    134 static void ApplyFilter(SmoothParams* const p) {
    135   const uint16_t* const average = p->average_;
    136   const int w = p->width_;
    137   const int16_t* const correction = p->correction_;
    138 #if defined(USE_DITHERING)
    139   const uint8_t* const dither = kOrderedDither[p->row_ % DSIZE];
    140 #endif
    141   uint8_t* const dst = p->dst_;
    142   int x;
    143   for (x = 0; x < w; ++x) {
    144     const int v = dst[x];
    145     if (v < p->max_ && v > p->min_) {
    146       const int c = (v << DFIX) + correction[average[x] - (v << LFIX)];
    147 #if defined(USE_DITHERING)
    148       dst[x] = clip_8b(c + dither[x % DSIZE]);
    149 #else
    150       dst[x] = clip_8b(c);
    151 #endif
    152     }
    153   }
    154   p->dst_ += p->stride_;  // advance output pointer
    155 }
    156 
    157 //------------------------------------------------------------------------------
    158 // Initialize correction table
    159 
    160 static void InitCorrectionLUT(int16_t* const lut, int min_dist) {
    161   // The correction curve is:
    162   //   f(x) = x for x <= threshold2
    163   //   f(x) = 0 for x >= threshold1
    164   // and a linear interpolation for range x=[threshold2, threshold1]
    165   // (along with f(-x) = -f(x) symmetry).
    166   // Note that: threshold2 = 3/4 * threshold1
    167   const int threshold1 = min_dist << LFIX;
    168   const int threshold2 = (3 * threshold1) >> 2;
    169   const int max_threshold = threshold2 << DFIX;
    170   const int delta = threshold1 - threshold2;
    171   int i;
    172   for (i = 1; i <= LUT_SIZE; ++i) {
    173     int c = (i <= threshold2) ? (i << DFIX)
    174           : (i < threshold1) ? max_threshold * (threshold1 - i) / delta
    175           : 0;
    176     c >>= LFIX;
    177     lut[+i] = +c;
    178     lut[-i] = -c;
    179   }
    180   lut[0] = 0;
    181 }
    182 
    183 static void CountLevels(SmoothParams* const p) {
    184   int i, j, last_level;
    185   uint8_t used_levels[256] = { 0 };
    186   const uint8_t* data = p->src_;
    187   p->min_ = 255;
    188   p->max_ = 0;
    189   for (j = 0; j < p->height_; ++j) {
    190     for (i = 0; i < p->width_; ++i) {
    191       const int v = data[i];
    192       if (v < p->min_) p->min_ = v;
    193       if (v > p->max_) p->max_ = v;
    194       used_levels[v] = 1;
    195     }
    196     data += p->stride_;
    197   }
    198   // Compute the mininum distance between two non-zero levels.
    199   p->min_level_dist_ = p->max_ - p->min_;
    200   last_level = -1;
    201   for (i = 0; i < 256; ++i) {
    202     if (used_levels[i]) {
    203       ++p->num_levels_;
    204       if (last_level >= 0) {
    205         const int level_dist = i - last_level;
    206         if (level_dist < p->min_level_dist_) {
    207           p->min_level_dist_ = level_dist;
    208         }
    209       }
    210       last_level = i;
    211     }
    212   }
    213 }
    214 
    215 // Initialize all params.
    216 static int InitParams(uint8_t* const data, int width, int height, int stride,
    217                       int radius, SmoothParams* const p) {
    218   const int R = 2 * radius + 1;  // total size of the kernel
    219 
    220   const size_t size_scratch_m = (R + 1) * width * sizeof(*p->start_);
    221   const size_t size_m =  width * sizeof(*p->average_);
    222   const size_t size_lut = (1 + 2 * LUT_SIZE) * sizeof(*p->correction_);
    223   const size_t total_size = size_scratch_m + size_m + size_lut;
    224   uint8_t* mem = (uint8_t*)WebPSafeMalloc(1U, total_size);
    225 
    226   if (mem == NULL) return 0;
    227   p->mem_ = (void*)mem;
    228 
    229   p->start_ = (uint16_t*)mem;
    230   p->cur_ = p->start_;
    231   p->end_ = p->start_ + R * width;
    232   p->top_ = p->end_ - width;
    233   memset(p->top_, 0, width * sizeof(*p->top_));
    234   mem += size_scratch_m;
    235 
    236   p->average_ = (uint16_t*)mem;
    237   mem += size_m;
    238 
    239   p->width_ = width;
    240   p->height_ = height;
    241   p->stride_ = stride;
    242   p->src_ = data;
    243   p->dst_ = data;
    244   p->radius_ = radius;
    245   p->scale_ = (1 << (FIX + LFIX)) / (R * R);  // normalization constant
    246   p->row_ = -radius;
    247 
    248   // analyze the input distribution so we can best-fit the threshold
    249   CountLevels(p);
    250 
    251   // correction table
    252   p->correction_ = ((int16_t*)mem) + LUT_SIZE;
    253   InitCorrectionLUT(p->correction_, p->min_level_dist_);
    254 
    255   return 1;
    256 }
    257 
    258 static void CleanupParams(SmoothParams* const p) {
    259   WebPSafeFree(p->mem_);
    260 }
    261 
    262 int WebPDequantizeLevels(uint8_t* const data, int width, int height, int stride,
    263                          int strength) {
    264   int radius = 4 * strength / 100;
    265 
    266   if (strength < 0 || strength > 100) return 0;
    267   if (data == NULL || width <= 0 || height <= 0) return 0;  // bad params
    268 
    269   // limit the filter size to not exceed the image dimensions
    270   if (2 * radius + 1 > width) radius = (width - 1) >> 1;
    271   if (2 * radius + 1 > height) radius = (height - 1) >> 1;
    272 
    273   if (radius > 0) {
    274     SmoothParams p;
    275     memset(&p, 0, sizeof(p));
    276     if (!InitParams(data, width, height, stride, radius, &p)) return 0;
    277     if (p.num_levels_ > 2) {
    278       for (; p.row_ < p.height_; ++p.row_) {
    279         VFilter(&p);  // accumulate average of input
    280         // Need to wait few rows in order to prime the filter,
    281         // before emitting some output.
    282         if (p.row_ >= p.radius_) {
    283           HFilter(&p);
    284           ApplyFilter(&p);
    285         }
    286       }
    287     }
    288     CleanupParams(&p);
    289   }
    290   return 1;
    291 }
    292