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1 /*
2  *  Copyright (c) 2015 The WebM project authors. All Rights Reserved.
3  *
4  *  Use of this source code is governed by a BSD-style license
5  *  that can be found in the LICENSE file in the root of the source
6  *  tree. An additional intellectual property rights grant can be found
7  *  in the file PATENTS.  All contributing project authors may
8  *  be found in the AUTHORS file in the root of the source tree.
9  */
10 
11 #include <assert.h>
12 #include <limits.h>
13 #include <math.h>
14 
15 #include "./vpx_dsp_rtcd.h"
16 #include "vpx_dsp/vpx_dsp_common.h"
17 #include "vpx_scale/yv12config.h"
18 #include "vpx/vpx_integer.h"
19 #include "vp9/common/vp9_reconinter.h"
20 #include "vp9/encoder/vp9_context_tree.h"
21 #include "vp9/encoder/vp9_noise_estimate.h"
22 #include "vp9/encoder/vp9_encoder.h"
23 
24 #if CONFIG_VP9_TEMPORAL_DENOISING
25 // For SVC: only do noise estimation on top spatial layer.
noise_est_svc(const struct VP9_COMP * const cpi)26 static INLINE int noise_est_svc(const struct VP9_COMP *const cpi) {
27   return (!cpi->use_svc ||
28           (cpi->use_svc &&
29            cpi->svc.spatial_layer_id == cpi->svc.number_spatial_layers - 1));
30 }
31 #endif
32 
vp9_noise_estimate_init(NOISE_ESTIMATE * const ne,int width,int height)33 void vp9_noise_estimate_init(NOISE_ESTIMATE *const ne, int width, int height) {
34   ne->enabled = 0;
35   ne->level = kLowLow;
36   ne->value = 0;
37   ne->count = 0;
38   ne->thresh = 90;
39   ne->last_w = 0;
40   ne->last_h = 0;
41   if (width * height >= 1920 * 1080) {
42     ne->thresh = 200;
43   } else if (width * height >= 1280 * 720) {
44     ne->thresh = 140;
45   } else if (width * height >= 640 * 360) {
46     ne->thresh = 115;
47   }
48   ne->num_frames_estimate = 15;
49 }
50 
enable_noise_estimation(VP9_COMP * const cpi)51 static int enable_noise_estimation(VP9_COMP *const cpi) {
52 #if CONFIG_VP9_HIGHBITDEPTH
53   if (cpi->common.use_highbitdepth) return 0;
54 #endif
55 // Enable noise estimation if denoising is on.
56 #if CONFIG_VP9_TEMPORAL_DENOISING
57   if (cpi->oxcf.noise_sensitivity > 0 && noise_est_svc(cpi) &&
58       cpi->common.width >= 320 && cpi->common.height >= 180)
59     return 1;
60 #endif
61   // Only allow noise estimate under certain encoding mode.
62   // Enabled for 1 pass CBR, speed >=5, and if resolution is same as original.
63   // Not enabled for SVC mode and screen_content_mode.
64   // Not enabled for low resolutions.
65   if (cpi->oxcf.pass == 0 && cpi->oxcf.rc_mode == VPX_CBR &&
66       cpi->oxcf.aq_mode == CYCLIC_REFRESH_AQ && cpi->oxcf.speed >= 5 &&
67       cpi->resize_state == ORIG && cpi->resize_pending == 0 && !cpi->use_svc &&
68       cpi->oxcf.content != VP9E_CONTENT_SCREEN &&
69       cpi->common.width * cpi->common.height >= 640 * 360)
70     return 1;
71   else
72     return 0;
73 }
74 
75 #if CONFIG_VP9_TEMPORAL_DENOISING
copy_frame(YV12_BUFFER_CONFIG * const dest,const YV12_BUFFER_CONFIG * const src)76 static void copy_frame(YV12_BUFFER_CONFIG *const dest,
77                        const YV12_BUFFER_CONFIG *const src) {
78   int r;
79   const uint8_t *srcbuf = src->y_buffer;
80   uint8_t *destbuf = dest->y_buffer;
81 
82   assert(dest->y_width == src->y_width);
83   assert(dest->y_height == src->y_height);
84 
85   for (r = 0; r < dest->y_height; ++r) {
86     memcpy(destbuf, srcbuf, dest->y_width);
87     destbuf += dest->y_stride;
88     srcbuf += src->y_stride;
89   }
90 }
91 #endif  // CONFIG_VP9_TEMPORAL_DENOISING
92 
vp9_noise_estimate_extract_level(NOISE_ESTIMATE * const ne)93 NOISE_LEVEL vp9_noise_estimate_extract_level(NOISE_ESTIMATE *const ne) {
94   int noise_level = kLowLow;
95   if (ne->value > (ne->thresh << 1)) {
96     noise_level = kHigh;
97   } else {
98     if (ne->value > ne->thresh)
99       noise_level = kMedium;
100     else if (ne->value > ((9 * ne->thresh) >> 4))
101       noise_level = kLow;
102     else
103       noise_level = kLowLow;
104   }
105   return noise_level;
106 }
107 
vp9_update_noise_estimate(VP9_COMP * const cpi)108 void vp9_update_noise_estimate(VP9_COMP *const cpi) {
109   const VP9_COMMON *const cm = &cpi->common;
110   NOISE_ESTIMATE *const ne = &cpi->noise_estimate;
111   const int low_res = (cm->width <= 352 && cm->height <= 288);
112   // Estimate of noise level every frame_period frames.
113   int frame_period = 8;
114   int thresh_consec_zeromv = 6;
115   unsigned int thresh_sum_diff = 100;
116   unsigned int thresh_sum_spatial = (200 * 200) << 8;
117   unsigned int thresh_spatial_var = (32 * 32) << 8;
118   int min_blocks_estimate = cm->mi_rows * cm->mi_cols >> 7;
119   int frame_counter = cm->current_video_frame;
120   // Estimate is between current source and last source.
121   YV12_BUFFER_CONFIG *last_source = cpi->Last_Source;
122 #if CONFIG_VP9_TEMPORAL_DENOISING
123   if (cpi->oxcf.noise_sensitivity > 0 && noise_est_svc(cpi)) {
124     last_source = &cpi->denoiser.last_source;
125     // Tune these thresholds for different resolutions when denoising is
126     // enabled.
127     if (cm->width > 640 && cm->width < 1920) {
128       thresh_consec_zeromv = 4;
129       thresh_sum_diff = 200;
130       thresh_sum_spatial = (120 * 120) << 8;
131       thresh_spatial_var = (48 * 48) << 8;
132     }
133   }
134 #endif
135   ne->enabled = enable_noise_estimation(cpi);
136   if (cpi->svc.number_spatial_layers > 1)
137     frame_counter = cpi->svc.current_superframe;
138   if (!ne->enabled || frame_counter % frame_period != 0 ||
139       last_source == NULL ||
140       (cpi->svc.number_spatial_layers == 1 &&
141        (ne->last_w != cm->width || ne->last_h != cm->height))) {
142 #if CONFIG_VP9_TEMPORAL_DENOISING
143     if (cpi->oxcf.noise_sensitivity > 0 && noise_est_svc(cpi))
144       copy_frame(&cpi->denoiser.last_source, cpi->Source);
145 #endif
146     if (last_source != NULL) {
147       ne->last_w = cm->width;
148       ne->last_h = cm->height;
149     }
150     return;
151   } else if (frame_counter > 60 && cpi->svc.num_encoded_top_layer > 1 &&
152              cpi->rc.frames_since_key > cpi->svc.number_spatial_layers &&
153              cpi->svc.spatial_layer_id == cpi->svc.number_spatial_layers - 1 &&
154              cpi->rc.avg_frame_low_motion < (low_res ? 70 : 50)) {
155     // Force noise estimation to 0 and denoiser off if content has high motion.
156     ne->level = kLowLow;
157     ne->count = 0;
158     ne->num_frames_estimate = 10;
159 #if CONFIG_VP9_TEMPORAL_DENOISING
160     if (cpi->oxcf.noise_sensitivity > 0 && noise_est_svc(cpi) &&
161         cpi->svc.current_superframe > 1) {
162       vp9_denoiser_set_noise_level(cpi, ne->level);
163       copy_frame(&cpi->denoiser.last_source, cpi->Source);
164     }
165 #endif
166     return;
167   } else {
168     int num_samples = 0;
169     uint64_t avg_est = 0;
170     int bsize = BLOCK_16X16;
171     static const unsigned char const_source[16] = { 0, 0, 0, 0, 0, 0, 0, 0,
172                                                     0, 0, 0, 0, 0, 0, 0, 0 };
173     // Loop over sub-sample of 16x16 blocks of frame, and for blocks that have
174     // been encoded as zero/small mv at least x consecutive frames, compute
175     // the variance to update estimate of noise in the source.
176     const uint8_t *src_y = cpi->Source->y_buffer;
177     const int src_ystride = cpi->Source->y_stride;
178     const uint8_t *last_src_y = last_source->y_buffer;
179     const int last_src_ystride = last_source->y_stride;
180     const uint8_t *src_u = cpi->Source->u_buffer;
181     const uint8_t *src_v = cpi->Source->v_buffer;
182     const int src_uvstride = cpi->Source->uv_stride;
183     int mi_row, mi_col;
184     int num_low_motion = 0;
185     int frame_low_motion = 1;
186     for (mi_row = 0; mi_row < cm->mi_rows; mi_row++) {
187       for (mi_col = 0; mi_col < cm->mi_cols; mi_col++) {
188         int bl_index = mi_row * cm->mi_cols + mi_col;
189         if (cpi->consec_zero_mv[bl_index] > thresh_consec_zeromv)
190           num_low_motion++;
191       }
192     }
193     if (num_low_motion < ((3 * cm->mi_rows * cm->mi_cols) >> 3))
194       frame_low_motion = 0;
195     for (mi_row = 0; mi_row < cm->mi_rows; mi_row++) {
196       for (mi_col = 0; mi_col < cm->mi_cols; mi_col++) {
197         // 16x16 blocks, 1/4 sample of frame.
198         if (mi_row % 4 == 0 && mi_col % 4 == 0 && mi_row < cm->mi_rows - 1 &&
199             mi_col < cm->mi_cols - 1) {
200           int bl_index = mi_row * cm->mi_cols + mi_col;
201           int bl_index1 = bl_index + 1;
202           int bl_index2 = bl_index + cm->mi_cols;
203           int bl_index3 = bl_index2 + 1;
204           int consec_zeromv =
205               VPXMIN(cpi->consec_zero_mv[bl_index],
206                      VPXMIN(cpi->consec_zero_mv[bl_index1],
207                             VPXMIN(cpi->consec_zero_mv[bl_index2],
208                                    cpi->consec_zero_mv[bl_index3])));
209           // Only consider blocks that are likely steady background. i.e, have
210           // been encoded as zero/low motion x (= thresh_consec_zeromv) frames
211           // in a row. consec_zero_mv[] defined for 8x8 blocks, so consider all
212           // 4 sub-blocks for 16x16 block. Also, avoid skin blocks.
213           if (frame_low_motion && consec_zeromv > thresh_consec_zeromv) {
214             int is_skin = 0;
215             if (cpi->use_skin_detection) {
216               is_skin =
217                   vp9_compute_skin_block(src_y, src_u, src_v, src_ystride,
218                                          src_uvstride, bsize, consec_zeromv, 0);
219             }
220             if (!is_skin) {
221               unsigned int sse;
222               // Compute variance.
223               unsigned int variance = cpi->fn_ptr[bsize].vf(
224                   src_y, src_ystride, last_src_y, last_src_ystride, &sse);
225               // Only consider this block as valid for noise measurement if the
226               // average term (sse - variance = N * avg^{2}, N = 16X16) of the
227               // temporal residual is small (avoid effects from lighting
228               // change).
229               if ((sse - variance) < thresh_sum_diff) {
230                 unsigned int sse2;
231                 const unsigned int spatial_variance = cpi->fn_ptr[bsize].vf(
232                     src_y, src_ystride, const_source, 0, &sse2);
233                 // Avoid blocks with high brightness and high spatial variance.
234                 if ((sse2 - spatial_variance) < thresh_sum_spatial &&
235                     spatial_variance < thresh_spatial_var) {
236                   avg_est += low_res ? variance >> 4
237                                      : variance / ((spatial_variance >> 9) + 1);
238                   num_samples++;
239                 }
240               }
241             }
242           }
243         }
244         src_y += 8;
245         last_src_y += 8;
246         src_u += 4;
247         src_v += 4;
248       }
249       src_y += (src_ystride << 3) - (cm->mi_cols << 3);
250       last_src_y += (last_src_ystride << 3) - (cm->mi_cols << 3);
251       src_u += (src_uvstride << 2) - (cm->mi_cols << 2);
252       src_v += (src_uvstride << 2) - (cm->mi_cols << 2);
253     }
254     ne->last_w = cm->width;
255     ne->last_h = cm->height;
256     // Update noise estimate if we have at a minimum number of block samples,
257     // and avg_est > 0 (avg_est == 0 can happen if the application inputs
258     // duplicate frames).
259     if (num_samples > min_blocks_estimate && avg_est > 0) {
260       // Normalize.
261       avg_est = avg_est / num_samples;
262       // Update noise estimate.
263       ne->value = (int)((3 * ne->value + avg_est) >> 2);
264       ne->count++;
265       if (ne->count == ne->num_frames_estimate) {
266         // Reset counter and check noise level condition.
267         ne->num_frames_estimate = 30;
268         ne->count = 0;
269         ne->level = vp9_noise_estimate_extract_level(ne);
270 #if CONFIG_VP9_TEMPORAL_DENOISING
271         if (cpi->oxcf.noise_sensitivity > 0 && noise_est_svc(cpi))
272           vp9_denoiser_set_noise_level(cpi, ne->level);
273 #endif
274       }
275     }
276   }
277 #if CONFIG_VP9_TEMPORAL_DENOISING
278   if (cpi->oxcf.noise_sensitivity > 0 && noise_est_svc(cpi))
279     copy_frame(&cpi->denoiser.last_source, cpi->Source);
280 #endif
281 }
282