// 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 goimagehash import ( "errors" "image" "image/draw" "gitea.narnian.us/lordwelch/goimagehash/etcs" "gitea.narnian.us/lordwelch/goimagehash/transforms" "github.com/anthonynsimon/bild/transform" ) func ToGray(img image.Image) *image.Gray { gray := image.NewGray(image.Rect(0, 0, img.Bounds().Dx(), img.Bounds().Dy())) gray.Pix = transforms.Rgb2Gray(img) return gray } func resize(img image.Image, w, h int) *image.Gray { resized := transform.Resize(img, w, h, transform.Lanczos) r_gray := image.NewGray(image.Rect(0, 0, resized.Bounds().Dx(), resized.Bounds().Dy())) draw.Draw(r_gray, resized.Bounds(), resized, resized.Bounds().Min, draw.Src) return r_gray } // AverageHash function returns a hash computation of average hash. // Implementation follows // http://www.hackerfactor.com/blog/index.php?/archives/432-Looks-Like-It.html func AverageHash(img image.Image) (*ImageHash, error) { if img == nil { return nil, errors.New("image object can not be nil") } ahash := NewImageHash(0, AHash) gray := resize(ToGray(img), 8, 8) avg := etcs.MeanOfPixels(gray.Pix) for idx, p := range gray.Pix { if p > avg { ahash.leftShiftSet(len(gray.Pix) - idx - 1) } } return ahash, nil } // DifferenceHash function returns a hash computation of difference hash. // Implementation follows // http://www.hackerfactor.com/blog/?/archives/529-Kind-of-Like-That.html func DifferenceHash(img image.Image) (*ImageHash, error) { if img == nil { return nil, errors.New("image object can not be nil") } dhash := NewImageHash(0, DHash) gray := resize(ToGray(img), 9, 8) idx := 0 for y := 0; y < gray.Bounds().Dy(); y++ { for x := 0; x < gray.Bounds().Dx()-1; x++ { if gray.Pix[gray.PixOffset(x, y)] < gray.Pix[gray.PixOffset(x+1, y)] { dhash.leftShiftSet(64 - idx - 1) } idx++ } } return dhash, nil } // PerceptionHash function returns a hash computation of phash. // Implementation follows // http://www.hackerfactor.com/blog/index.php?/archives/432-Looks-Like-It.html func PerceptionHash(img image.Image) (*ImageHash, error) { if img == nil { return nil, errors.New("image object can not be nil") } phash := NewImageHash(0, PHash) gray := resize(ToGray(img), 32, 32) gray32 := make([]float64, len(gray.Pix)) for i, p := range gray.Pix { gray32[i] = float64(p) } flattens := transforms.DCT2DFast32(&gray32) median := etcs.MedianOfPixelsFast64(flattens[:]) for idx, p := range flattens { if p > median { phash.leftShiftSet(64 - idx - 1) // leftShiftSet } } return phash, nil } // FlattenPixels function flattens 2d array into 1d array. func FlattenPixels(pixels [][]float64, x int, y int) []float64 { flattens := make([]float64, x*y) for i := 0; i < y; i++ { for j := 0; j < x; j++ { flattens[y*i+j] = pixels[i][j] } } return flattens } // ExtPerceptionHash function returns phash of which the size can be set larger than uint64 // Some variable name refer to https://github.com/JohannesBuchner/imagehash/blob/master/imagehash/__init__.py // Support 64bits phash (width=8, height=8) and 256bits phash (width=16, height=16) // Important: width * height should be a power of 2 func ExtPerceptionHash(img image.Image, hash_size, freq int) (*ExtImageHash, error) { imgSize := hash_size * freq if img == nil { return nil, errors.New("image object can not be nil") } if imgSize <= 0 || imgSize&(imgSize-1) != 0 { return nil, errors.New("width * height should be power of 2") } var phash []uint64 // gray := resize(ToGray(img), imgSize, imgSize) // gray32 := make([][]float64, imgSize) // for i := range gray32 { // gray32[i] = make([]float64, imgSize) // for x := range gray32[i] { // gray32[i][x] = float64(gray.Pix[(gray.PixOffset(x, i))]) // } // } // pixels := transforms.DCT2D(gray32, hash_size, hash_size) // flattens := FlattenPixels(pixels, hash_size, hash_size) // median := etcs.MedianOfPixels(flattens) // print(hash_size, "x", freq, " pix:", len(gray.Pix), " h:", imgSize, " flatten:", len(flattens), "\n") // lenOfUnit := 64 // if (hash_size*hash_size)%lenOfUnit == 0 { // phash = make([]uint64, (hash_size*hash_size)/lenOfUnit) // } else { // phash = make([]uint64, (hash_size*hash_size)/lenOfUnit+1) // } // for idx, p := range flattens { // indexOfArray := idx / lenOfUnit // indexOfBit := lenOfUnit - idx%lenOfUnit - 1 // if p > median { // phash[indexOfArray] |= 1 << uint(indexOfBit) // } // } return NewExtImageHash(phash, PHash, imgSize), nil } // ExtAverageHash function returns ahash of which the size can be set larger than uint64 // Support 64bits ahash (width=8, height=8) and 256bits ahash (width=16, height=16) func ExtAverageHash(img image.Image, width, height int) (*ExtImageHash, error) { if img == nil { return nil, errors.New("image object can not be nil") } var ahash []uint64 imgSize := width * height gray := resize(ToGray(img), width, height) avg := etcs.MeanOfPixels(gray.Pix) lenOfUnit := 64 if imgSize%lenOfUnit == 0 { ahash = make([]uint64, imgSize/lenOfUnit) } else { ahash = make([]uint64, imgSize/lenOfUnit+1) } for idx, p := range gray.Pix { indexOfArray := idx / lenOfUnit indexOfBit := lenOfUnit - idx%lenOfUnit - 1 if p > avg { ahash[indexOfArray] |= 1 << uint(indexOfBit) } } return NewExtImageHash(ahash, AHash, imgSize), nil } // ExtDifferenceHash function returns dhash of which the size can be set larger than uint64 // Support 64bits dhash (width=8, height=8) and 256bits dhash (width=16, height=16) func ExtDifferenceHash(img image.Image, width, height int) (*ExtImageHash, error) { if img == nil { return nil, errors.New("image object can not be nil") } var dhash []uint64 imgSize := width * height gray := resize(ToGray(img), width+1, height) lenOfUnit := 64 if imgSize%lenOfUnit == 0 { dhash = make([]uint64, imgSize/lenOfUnit) } else { dhash = make([]uint64, imgSize/lenOfUnit+1) } idx := 0 for y := 0; y < gray.Bounds().Dy(); y++ { for x := 0; x < gray.Bounds().Dx()-1; x++ { if gray.Pix[gray.PixOffset(x, y)] < gray.Pix[gray.PixOffset(x+1, y)] { indexOfArray := idx / lenOfUnit indexOfBit := lenOfUnit - idx%lenOfUnit - 1 dhash[indexOfArray] |= 1 << uint(indexOfBit) } idx++ } } return NewExtImageHash(dhash, DHash, imgSize), nil }