diff --git a/modules/imgproc/src/histogram.cpp b/modules/imgproc/src/histogram.cpp index 9acdc1141..ec8de4d81 100644 --- a/modules/imgproc/src/histogram.cpp +++ b/modules/imgproc/src/histogram.cpp @@ -2284,15 +2284,20 @@ double cv::compareHist( InputArray _H1, InputArray _H2, int method ) CV_Assert( it.planes[0].isContinuous() && it.planes[1].isContinuous() ); +#if CV_SSE2 + bool haveSIMD = checkHardwareSupport(CV_CPU_SSE2); +#endif + for( size_t i = 0; i < it.nplanes; i++, ++it ) { const float* h1 = it.planes[0].ptr(); const float* h2 = it.planes[1].ptr(); len = it.planes[0].rows*it.planes[0].cols*H1.channels(); + j = 0; if( (method == CV_COMP_CHISQR) || (method == CV_COMP_CHISQR_ALT)) { - for( j = 0; j < len; j++ ) + for( ; j < len; j++ ) { double a = h1[j] - h2[j]; double b = (method == CV_COMP_CHISQR) ? h1[j] : h1[j] + h2[j]; @@ -2302,7 +2307,51 @@ double cv::compareHist( InputArray _H1, InputArray _H2, int method ) } else if( method == CV_COMP_CORREL ) { - for( j = 0; j < len; j++ ) + #if CV_SSE2 + if (haveSIMD) + { + __m128d v_s1 = _mm_setzero_pd(), v_s2 = v_s1; + __m128d v_s11 = v_s1, v_s22 = v_s1, v_s12 = v_s1; + + for ( ; j <= len - 4; j += 4) + { + __m128 v_a = _mm_loadu_ps(h1 + j); + __m128 v_b = _mm_loadu_ps(h2 + j); + + // 0-1 + __m128d v_ad = _mm_cvtps_pd(v_a); + __m128d v_bd = _mm_cvtps_pd(v_b); + v_s12 = _mm_add_pd(v_s12, _mm_mul_pd(v_ad, v_bd)); + v_s11 = _mm_add_pd(v_s11, _mm_mul_pd(v_ad, v_ad)); + v_s22 = _mm_add_pd(v_s22, _mm_mul_pd(v_bd, v_bd)); + v_s1 = _mm_add_pd(v_s1, v_ad); + v_s2 = _mm_add_pd(v_s2, v_bd); + + // 2-3 + v_ad = _mm_cvtps_pd(_mm_castsi128_ps(_mm_srli_si128(_mm_castps_si128(v_a), 8))); + v_bd = _mm_cvtps_pd(_mm_castsi128_ps(_mm_srli_si128(_mm_castps_si128(v_b), 8))); + v_s12 = _mm_add_pd(v_s12, _mm_mul_pd(v_ad, v_bd)); + v_s11 = _mm_add_pd(v_s11, _mm_mul_pd(v_ad, v_ad)); + v_s22 = _mm_add_pd(v_s22, _mm_mul_pd(v_bd, v_bd)); + v_s1 = _mm_add_pd(v_s1, v_ad); + v_s2 = _mm_add_pd(v_s2, v_bd); + } + + double CV_DECL_ALIGNED(16) ar[10]; + _mm_store_pd(ar, v_s12); + _mm_store_pd(ar + 2, v_s11); + _mm_store_pd(ar + 4, v_s22); + _mm_store_pd(ar + 6, v_s1); + _mm_store_pd(ar + 8, v_s2); + + s12 += ar[0] + ar[1]; + s11 += ar[2] + ar[3]; + s22 += ar[4] + ar[5]; + s1 += ar[6] + ar[7]; + s2 += ar[8] + ar[9]; + } + #endif + for( ; j < len; j++ ) { double a = h1[j]; double b = h2[j]; @@ -2316,7 +2365,6 @@ double cv::compareHist( InputArray _H1, InputArray _H2, int method ) } else if( method == CV_COMP_INTERSECT ) { - j = 0; #if CV_NEON float32x4_t v_result = vdupq_n_f32(0.0f); for( ; j <= len - 4; j += 4 ) @@ -2324,13 +2372,61 @@ double cv::compareHist( InputArray _H1, InputArray _H2, int method ) float CV_DECL_ALIGNED(16) ar[4]; vst1q_f32(ar, v_result); result += ar[0] + ar[1] + ar[2] + ar[3]; + #elif CV_SSE2 + if (haveSIMD) + { + __m128d v_result = _mm_setzero_pd(); + for ( ; j <= len - 4; j += 4) + { + __m128 v_src = _mm_min_ps(_mm_loadu_ps(h1 + j), + _mm_loadu_ps(h2 + j)); + v_result = _mm_add_pd(v_result, _mm_cvtps_pd(v_src)); + v_src = _mm_castsi128_ps(_mm_srli_si128(_mm_castps_si128(v_src), 8)); + v_result = _mm_add_pd(v_result, _mm_cvtps_pd(v_src)); + } + + double CV_DECL_ALIGNED(16) ar[2]; + _mm_store_pd(ar, v_result); + result += ar[0] + ar[1]; + } #endif for( ; j < len; j++ ) result += std::min(h1[j], h2[j]); } else if( method == CV_COMP_BHATTACHARYYA ) { - for( j = 0; j < len; j++ ) + #if CV_SSE2 + if (haveSIMD) + { + __m128d v_s1 = _mm_setzero_pd(), v_s2 = v_s1, v_result = v_s1; + for ( ; j <= len - 4; j += 4) + { + __m128 v_a = _mm_loadu_ps(h1 + j); + __m128 v_b = _mm_loadu_ps(h2 + j); + + __m128d v_ad = _mm_cvtps_pd(v_a); + __m128d v_bd = _mm_cvtps_pd(v_b); + v_s1 = _mm_add_pd(v_s1, v_ad); + v_s2 = _mm_add_pd(v_s2, v_bd); + v_result = _mm_add_pd(v_result, _mm_sqrt_pd(_mm_mul_pd(v_ad, v_bd))); + + v_ad = _mm_cvtps_pd(_mm_castsi128_ps(_mm_srli_si128(_mm_castps_si128(v_a), 8))); + v_bd = _mm_cvtps_pd(_mm_castsi128_ps(_mm_srli_si128(_mm_castps_si128(v_b), 8))); + v_s1 = _mm_add_pd(v_s1, v_ad); + v_s2 = _mm_add_pd(v_s2, v_bd); + v_result = _mm_add_pd(v_result, _mm_sqrt_pd(_mm_mul_pd(v_ad, v_bd))); + } + + double CV_DECL_ALIGNED(16) ar[6]; + _mm_store_pd(ar, v_s1); + _mm_store_pd(ar + 2, v_s2); + _mm_store_pd(ar + 4, v_result); + s1 += ar[0] + ar[1]; + s2 += ar[2] + ar[3]; + result += ar[4] + ar[5]; + } + #endif + for( ; j < len; j++ ) { double a = h1[j]; double b = h2[j]; @@ -2341,7 +2437,7 @@ double cv::compareHist( InputArray _H1, InputArray _H2, int method ) } else if( method == CV_COMP_KL_DIV ) { - for( j = 0; j < len; j++ ) + for( ; j < len; j++ ) { double p = h1[j]; double q = h2[j];