goimagehash/transforms/dct.go
evanoberholster 45da7a6fef
Refactored Perceptionhash for performance (#54)
* refactored Perceptionhash for performance

* update AUTHORS.md

* replaced PerceptionHash algorithm

* Update hashcompute_test.go

Co-authored-by: Dong-hee Na <donghee.na92@gmail.com>

* Update hashcompute_test.go

Co-authored-by: Evan Oberholster <eroberholster@gmail.com>
Co-authored-by: Dong-hee Na <donghee.na92@gmail.com>
2022-05-26 15:56:47 +09:00

100 lines
2.2 KiB
Go

// Copyright 2017 The goimagehash Authors. All rights reserved.
// Use of this source code is governed by a BSD-style
// license that can be found in the LICENSE file.
package transforms
import (
"math"
"sync"
)
// DCT1D function returns result of DCT-II.
// DCT type II, unscaled. Algorithm by Byeong Gi Lee, 1984.
func DCT1D(input []float64) []float64 {
temp := make([]float64, len(input))
forwardTransform(input, temp, len(input))
return input
}
func forwardTransform(input, temp []float64, Len int) {
if Len == 1 {
return
}
halfLen := Len / 2
for i := 0; i < halfLen; i++ {
x, y := input[i], input[Len-1-i]
temp[i] = x + y
temp[i+halfLen] = (x - y) / (math.Cos((float64(i)+0.5)*math.Pi/float64(Len)) * 2)
}
forwardTransform(temp, input, halfLen)
forwardTransform(temp[halfLen:], input, halfLen)
for i := 0; i < halfLen-1; i++ {
input[i*2+0] = temp[i]
input[i*2+1] = temp[i+halfLen] + temp[i+halfLen+1]
}
input[Len-2], input[Len-1] = temp[halfLen-1], temp[Len-1]
}
// DCT2D function returns a result of DCT2D by using the seperable property.
func DCT2D(input [][]float64, w int, h int) [][]float64 {
output := make([][]float64, h)
for i := range output {
output[i] = make([]float64, w)
}
wg := new(sync.WaitGroup)
for i := 0; i < h; i++ {
wg.Add(1)
go func(i int) {
cols := DCT1D(input[i])
output[i] = cols
wg.Done()
}(i)
}
wg.Wait()
for i := 0; i < w; i++ {
wg.Add(1)
in := make([]float64, h)
go func(i int) {
for j := 0; j < h; j++ {
in[j] = output[j][i]
}
rows := DCT1D(in)
for j := 0; j < len(rows); j++ {
output[j][i] = rows[j]
}
wg.Done()
}(i)
}
wg.Wait()
return output
}
// DCT2DFast64 function returns a result of DCT2D by using the seperable property.
// Fast uses static DCT tables for improved performance.
func DCT2DFast64(input *[]float64) {
if len(*input) != 4096 {
panic("incorrect input size")
}
for i := 0; i < 64; i++ { // height
DCT1DFast64((*input)[i*64 : (i*64)+64])
//forwardTransformFast((*input)[i*64:(i*64)+64], temp[:], 64)
}
for i := 0; i < 64; i++ { // width
row := [64]float64{}
for j := 0; j < 64; j++ {
row[j] = (*input)[i+((j)*64)]
}
DCT1DFast64(row[:])
for j := 0; j < len(row); j++ {
(*input)[i+(j*64)] = row[j]
}
}
}