/* This is FAST corner detector, contributed to OpenCV by the author, Edward Rosten. Below is the original copyright and the references */ /* Copyright (c) 2006, 2008 Edward Rosten All rights reserved. Redistribution and use in source and binary forms, with or without modification, are permitted provided that the following conditions are met: *Redistributions of source code must retain the above copyright notice, this list of conditions and the following disclaimer. *Redistributions in binary form must reproduce the above copyright notice, this list of conditions and the following disclaimer in the documentation and/or other materials provided with the distribution. *Neither the name of the University of Cambridge nor the names of its contributors may be used to endorse or promote products derived from this software without specific prior written permission. THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. */ /* The references are: * Machine learning for high-speed corner detection, E. Rosten and T. Drummond, ECCV 2006 * Faster and better: A machine learning approach to corner detection E. Rosten, R. Porter and T. Drummond, PAMI, 2009 */ #include "fast_score.hpp" #define VERIFY_CORNERS 0 namespace cv { void makeOffsets(int pixel[25], int rowStride, int patternSize) { static const int offsets16[][2] = { {0, 3}, { 1, 3}, { 2, 2}, { 3, 1}, { 3, 0}, { 3, -1}, { 2, -2}, { 1, -3}, {0, -3}, {-1, -3}, {-2, -2}, {-3, -1}, {-3, 0}, {-3, 1}, {-2, 2}, {-1, 3} }; static const int offsets12[][2] = { {0, 2}, { 1, 2}, { 2, 1}, { 2, 0}, { 2, -1}, { 1, -2}, {0, -2}, {-1, -2}, {-2, -1}, {-2, 0}, {-2, 1}, {-1, 2} }; static const int offsets8[][2] = { {0, 1}, { 1, 1}, { 1, 0}, { 1, -1}, {0, -1}, {-1, -1}, {-1, 0}, {-1, 1} }; const int (*offsets)[2] = patternSize == 16 ? offsets16 : patternSize == 12 ? offsets12 : patternSize == 8 ? offsets8 : 0; CV_Assert(pixel && offsets); int k = 0; for( ; k < patternSize; k++ ) pixel[k] = offsets[k][0] + offsets[k][1] * rowStride; for( ; k < 25; k++ ) pixel[k] = pixel[k - patternSize]; } #if VERIFY_CORNERS static void testCorner(const uchar* ptr, const int pixel[], int K, int N, int threshold) { // check that with the computed "threshold" the pixel is still a corner // and that with the increased-by-1 "threshold" the pixel is not a corner anymore for( int delta = 0; delta <= 1; delta++ ) { int v0 = std::min(ptr[0] + threshold + delta, 255); int v1 = std::max(ptr[0] - threshold - delta, 0); int c0 = 0, c1 = 0; for( int k = 0; k < N; k++ ) { int x = ptr[pixel[k]]; if(x > v0) { if( ++c0 > K ) break; c1 = 0; } else if( x < v1 ) { if( ++c1 > K ) break; c0 = 0; } else { c0 = c1 = 0; } } CV_Assert( (delta == 0 && std::max(c0, c1) > K) || (delta == 1 && std::max(c0, c1) <= K) ); } } #endif template<> int cornerScore<16>(const uchar* ptr, const int pixel[], int threshold) { const int K = 8, N = K*3 + 1; int k, v = ptr[0]; short d[N]; for( k = 0; k < N; k++ ) d[k] = (short)(v - ptr[pixel[k]]); #if CV_SSE2 __m128i q0 = _mm_set1_epi16(-1000), q1 = _mm_set1_epi16(1000); for( k = 0; k < 16; k += 8 ) { __m128i v0 = _mm_loadu_si128((__m128i*)(d+k+1)); __m128i v1 = _mm_loadu_si128((__m128i*)(d+k+2)); __m128i a = _mm_min_epi16(v0, v1); __m128i b = _mm_max_epi16(v0, v1); v0 = _mm_loadu_si128((__m128i*)(d+k+3)); a = _mm_min_epi16(a, v0); b = _mm_max_epi16(b, v0); v0 = _mm_loadu_si128((__m128i*)(d+k+4)); a = _mm_min_epi16(a, v0); b = _mm_max_epi16(b, v0); v0 = _mm_loadu_si128((__m128i*)(d+k+5)); a = _mm_min_epi16(a, v0); b = _mm_max_epi16(b, v0); v0 = _mm_loadu_si128((__m128i*)(d+k+6)); a = _mm_min_epi16(a, v0); b = _mm_max_epi16(b, v0); v0 = _mm_loadu_si128((__m128i*)(d+k+7)); a = _mm_min_epi16(a, v0); b = _mm_max_epi16(b, v0); v0 = _mm_loadu_si128((__m128i*)(d+k+8)); a = _mm_min_epi16(a, v0); b = _mm_max_epi16(b, v0); v0 = _mm_loadu_si128((__m128i*)(d+k)); q0 = _mm_max_epi16(q0, _mm_min_epi16(a, v0)); q1 = _mm_min_epi16(q1, _mm_max_epi16(b, v0)); v0 = _mm_loadu_si128((__m128i*)(d+k+9)); q0 = _mm_max_epi16(q0, _mm_min_epi16(a, v0)); q1 = _mm_min_epi16(q1, _mm_max_epi16(b, v0)); } q0 = _mm_max_epi16(q0, _mm_sub_epi16(_mm_setzero_si128(), q1)); q0 = _mm_max_epi16(q0, _mm_unpackhi_epi64(q0, q0)); q0 = _mm_max_epi16(q0, _mm_srli_si128(q0, 4)); q0 = _mm_max_epi16(q0, _mm_srli_si128(q0, 2)); threshold = (short)_mm_cvtsi128_si32(q0) - 1; #else int a0 = threshold; for( k = 0; k < 16; k += 2 ) { int a = std::min((int)d[k+1], (int)d[k+2]); a = std::min(a, (int)d[k+3]); if( a <= a0 ) continue; a = std::min(a, (int)d[k+4]); a = std::min(a, (int)d[k+5]); a = std::min(a, (int)d[k+6]); a = std::min(a, (int)d[k+7]); a = std::min(a, (int)d[k+8]); a0 = std::max(a0, std::min(a, (int)d[k])); a0 = std::max(a0, std::min(a, (int)d[k+9])); } int b0 = -a0; for( k = 0; k < 16; k += 2 ) { int b = std::max((int)d[k+1], (int)d[k+2]); b = std::max(b, (int)d[k+3]); b = std::max(b, (int)d[k+4]); b = std::max(b, (int)d[k+5]); if( b >= b0 ) continue; b = std::max(b, (int)d[k+6]); b = std::max(b, (int)d[k+7]); b = std::max(b, (int)d[k+8]); b0 = std::min(b0, std::max(b, (int)d[k])); b0 = std::min(b0, std::max(b, (int)d[k+9])); } threshold = -b0-1; #endif #if VERIFY_CORNERS testCorner(ptr, pixel, K, N, threshold); #endif return threshold; } template<> int cornerScore<12>(const uchar* ptr, const int pixel[], int threshold) { const int K = 6, N = K*3 + 1; int k, v = ptr[0]; short d[N + 4]; for( k = 0; k < N; k++ ) d[k] = (short)(v - ptr[pixel[k]]); #if CV_SSE2 for( k = 0; k < 4; k++ ) d[N+k] = d[k]; #endif #if CV_SSE2 __m128i q0 = _mm_set1_epi16(-1000), q1 = _mm_set1_epi16(1000); for( k = 0; k < 16; k += 8 ) { __m128i v0 = _mm_loadu_si128((__m128i*)(d+k+1)); __m128i v1 = _mm_loadu_si128((__m128i*)(d+k+2)); __m128i a = _mm_min_epi16(v0, v1); __m128i b = _mm_max_epi16(v0, v1); v0 = _mm_loadu_si128((__m128i*)(d+k+3)); a = _mm_min_epi16(a, v0); b = _mm_max_epi16(b, v0); v0 = _mm_loadu_si128((__m128i*)(d+k+4)); a = _mm_min_epi16(a, v0); b = _mm_max_epi16(b, v0); v0 = _mm_loadu_si128((__m128i*)(d+k+5)); a = _mm_min_epi16(a, v0); b = _mm_max_epi16(b, v0); v0 = _mm_loadu_si128((__m128i*)(d+k+6)); a = _mm_min_epi16(a, v0); b = _mm_max_epi16(b, v0); v0 = _mm_loadu_si128((__m128i*)(d+k)); q0 = _mm_max_epi16(q0, _mm_min_epi16(a, v0)); q1 = _mm_min_epi16(q1, _mm_max_epi16(b, v0)); v0 = _mm_loadu_si128((__m128i*)(d+k+7)); q0 = _mm_max_epi16(q0, _mm_min_epi16(a, v0)); q1 = _mm_min_epi16(q1, _mm_max_epi16(b, v0)); } q0 = _mm_max_epi16(q0, _mm_sub_epi16(_mm_setzero_si128(), q1)); q0 = _mm_max_epi16(q0, _mm_unpackhi_epi64(q0, q0)); q0 = _mm_max_epi16(q0, _mm_srli_si128(q0, 4)); q0 = _mm_max_epi16(q0, _mm_srli_si128(q0, 2)); threshold = (short)_mm_cvtsi128_si32(q0) - 1; #else int a0 = threshold; for( k = 0; k < 12; k += 2 ) { int a = std::min((int)d[k+1], (int)d[k+2]); if( a <= a0 ) continue; a = std::min(a, (int)d[k+3]); a = std::min(a, (int)d[k+4]); a = std::min(a, (int)d[k+5]); a = std::min(a, (int)d[k+6]); a0 = std::max(a0, std::min(a, (int)d[k])); a0 = std::max(a0, std::min(a, (int)d[k+7])); } int b0 = -a0; for( k = 0; k < 12; k += 2 ) { int b = std::max((int)d[k+1], (int)d[k+2]); b = std::max(b, (int)d[k+3]); b = std::max(b, (int)d[k+4]); if( b >= b0 ) continue; b = std::max(b, (int)d[k+5]); b = std::max(b, (int)d[k+6]); b0 = std::min(b0, std::max(b, (int)d[k])); b0 = std::min(b0, std::max(b, (int)d[k+7])); } threshold = -b0-1; #endif #if VERIFY_CORNERS testCorner(ptr, pixel, K, N, threshold); #endif return threshold; } template<> int cornerScore<8>(const uchar* ptr, const int pixel[], int threshold) { const int K = 4, N = K*3 + 1; int k, v = ptr[0]; short d[N]; for( k = 0; k < N; k++ ) d[k] = (short)(v - ptr[pixel[k]]); #if CV_SSE2 __m128i v0 = _mm_loadu_si128((__m128i*)(d+1)); __m128i v1 = _mm_loadu_si128((__m128i*)(d+2)); __m128i a = _mm_min_epi16(v0, v1); __m128i b = _mm_max_epi16(v0, v1); v0 = _mm_loadu_si128((__m128i*)(d+3)); a = _mm_min_epi16(a, v0); b = _mm_max_epi16(b, v0); v0 = _mm_loadu_si128((__m128i*)(d+4)); a = _mm_min_epi16(a, v0); b = _mm_max_epi16(b, v0); v0 = _mm_loadu_si128((__m128i*)(d)); __m128i q0 = _mm_min_epi16(a, v0); __m128i q1 = _mm_max_epi16(b, v0); v0 = _mm_loadu_si128((__m128i*)(d+5)); q0 = _mm_max_epi16(q0, _mm_min_epi16(a, v0)); q1 = _mm_min_epi16(q1, _mm_max_epi16(b, v0)); q0 = _mm_max_epi16(q0, _mm_sub_epi16(_mm_setzero_si128(), q1)); q0 = _mm_max_epi16(q0, _mm_unpackhi_epi64(q0, q0)); q0 = _mm_max_epi16(q0, _mm_srli_si128(q0, 4)); q0 = _mm_max_epi16(q0, _mm_srli_si128(q0, 2)); threshold = (short)_mm_cvtsi128_si32(q0) - 1; #else int a0 = threshold; for( k = 0; k < 8; k += 2 ) { int a = std::min((int)d[k+1], (int)d[k+2]); if( a <= a0 ) continue; a = std::min(a, (int)d[k+3]); a = std::min(a, (int)d[k+4]); a0 = std::max(a0, std::min(a, (int)d[k])); a0 = std::max(a0, std::min(a, (int)d[k+5])); } int b0 = -a0; for( k = 0; k < 8; k += 2 ) { int b = std::max((int)d[k+1], (int)d[k+2]); b = std::max(b, (int)d[k+3]); if( b >= b0 ) continue; b = std::max(b, (int)d[k+4]); b0 = std::min(b0, std::max(b, (int)d[k])); b0 = std::min(b0, std::max(b, (int)d[k+5])); } threshold = -b0-1; #endif #if VERIFY_CORNERS testCorner(ptr, pixel, K, N, threshold); #endif return threshold; } } // namespace cv