使用opencv對圖像進(jìn)行編碼,一方面是圖像二進(jìn)制傳輸?shù)男枰?,另一方面對圖像壓縮。以jpeg壓縮為例:
img = cv2.imread(img_path) # 取值范圍:0~100,數(shù)值越小,壓縮比越高,圖片質(zhì)量損失越嚴(yán)重 params = [cv2.IMWRITE_JPEG_QUALITY, ratio] # ratio:0~100 msg = cv2.imencode(".jpg", img, params)[1] msg = (np.array(msg)).tobytes() print("msg:", len(msg))
對于png壓縮,改為:
# 取值范圍:0~9,數(shù)值越小,壓縮比越低,圖片質(zhì)量越高 params = [cv2.IMWRITE_PNG_COMPRESSION, ratio] # ratio: 0~9 msg = cv2.imencode(".png", img, params)[1] msg = (np.array(msg)).tobytes()
對于圖像解碼,使用imdecode即可解為numpy類型圖像:
img = cv2.imdecode(np.frombuffer(msg, np.uint8), cv2.IMREAD_COLOR) print(img.shape, type(img))
原圖(48k):
jpg壓縮:
img_path = r"E:\img.jpg" img = cv2.imread(img_path) cv2.imwrite(r"E:\ret_80.jpg", img, [cv2.IMWRITE_JPEG_QUALITY, 80]) cv2.imwrite(r"E:\ret_40.jpg", img, [cv2.IMWRITE_JPEG_QUALITY, 40]) cv2.imwrite(r"E:\ret_10.jpg", img, [cv2.IMWRITE_JPEG_QUALITY, 10]) cv2.imwrite(r"E:\ret_0.jpg", img, [cv2.IMWRITE_JPEG_QUALITY, 0])
結(jié)果:
壓縮后圖像大小依次為:49.6K、25.6K、11K、5.02K。jpg壓縮明顯,壓縮到極致時顏色信息損失嚴(yán)重。
png壓縮:
img_path = r"E:\img.jpg" img = cv2.imread(img_path) cv2.imwrite(r"E:\ret_0.png", img, [cv2.IMWRITE_PNG_COMPRESSION, 0]) cv2.imwrite(r"E:\ret_3.png", img, [cv2.IMWRITE_PNG_COMPRESSION, 3]) cv2.imwrite(r"E:\ret_6.png", img, [cv2.IMWRITE_PNG_COMPRESSION, 6]) cv2.imwrite(r"E:\ret_9.png", img, [cv2.IMWRITE_PNG_COMPRESSION, 9])
結(jié)果:
壓縮后圖像大小依次為:675K、364K、364K、360K。png格式偏大,壓縮率調(diào)到最高也還有360K,且成像上無明顯變化。
PS:也可以對圖像壓縮后保存,如:
img_path = r"E:\img.jpg" img = cv2.imread(img_path) params = [cv2.IMWRITE_PNG_COMPRESSION, 0] msg = cv2.imencode(".png", img, params)[1] msg = (np.array(msg)).tobytes() print("msg:", len(msg)) img = cv2.imdecode(np.frombuffer(msg, np.uint8), cv2.IMREAD_COLOR) cv2.imwrite(rr"E:\ret.jpg", img)
bug處理:
早期版本這樣寫:
msg = (np.array(msg)).tostring() 改為: msg = (np.array(msg)).tobytes() img = cv2.imdecode(np.fromstring(msg, np.uint8), cv2.IMREAD_COLOR) 改為: img = cv2.imdecode(np.frombuffer(msg, np.uint8), cv2.IMREAD_COLOR)
到此這篇關(guān)于python cv2圖像質(zhì)量壓縮的算法示例的文章就介紹到這了,更多相關(guān)python cv2圖像質(zhì)量壓縮 內(nèi)容請搜索腳本之家以前的文章或繼續(xù)瀏覽下面的相關(guān)文章希望大家以后多多支持腳本之家!
標(biāo)簽:酒泉 定西 寧夏 云南 金融催收 江蘇 龍巖 商丘
巨人網(wǎng)絡(luò)通訊聲明:本文標(biāo)題《python cv2圖像質(zhì)量壓縮的算法示例》,本文關(guān)鍵詞 python,cv2,圖像,質(zhì)量,壓縮,;如發(fā)現(xiàn)本文內(nèi)容存在版權(quán)問題,煩請?zhí)峁┫嚓P(guān)信息告之我們,我們將及時溝通與處理。本站內(nèi)容系統(tǒng)采集于網(wǎng)絡(luò),涉及言論、版權(quán)與本站無關(guān)。