From 79de6636066d9e9f1abaf11bc46c18a41e0f217a Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=EC=98=A4=ED=99=8D=EC=84=9D?= Date: Sun, 10 Mar 2024 18:33:41 +0900 Subject: [PATCH 1/8] Skin Detect Basic Code --- skin_detect.py | 34 ++++++++++++++++++++++++++++++++++ 1 file changed, 34 insertions(+) create mode 100644 skin_detect.py diff --git a/skin_detect.py b/skin_detect.py new file mode 100644 index 0000000000..dee0827128 --- /dev/null +++ b/skin_detect.py @@ -0,0 +1,34 @@ +import dlib +import cv2 +import numpy as np + +predictor_file = './shape_predictor_68_face_landmarks.dat' +image_file = './test/kimmingyu.jpeg' + +detector = dlib.get_frontal_face_detector() +predictor = dlib.shape_predictor(predictor_file) + +image = cv2.imread(image_file) +image_ycbcr = cv2.cvtColor(image, cv2.COLOR_BGR2YCrCb) + +# https://www.researchgate.net/publication/262371199_Explicit_image_detection_using_YCbCr_space_color_model_as_skin_detection +# lower +lower = np.array([0, 133, 77], dtype=np.uint8) + +# upper +upper = np.array([255, 173, 127], dtype=np.uint8) + +skin_detect_mask = cv2.inRange(image_ycbcr, lower, upper) + +# cv2.imshow("test", skin_detect_mask) + + +image_skin_detect = cv2.bitwise_and(image, image, mask=skin_detect_mask) + +image_horizontal = np.hstack((image, image_skin_detect)) + +cv2.imshow("Face Landmark", image_horizontal) +key = cv2.waitKey(0) + +if key == ord('q'): + cv2.destroyAllWindows() \ No newline at end of file From ceaa4cdb61d98a4b696bedf528b11b7321a27653 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=EC=98=A4=ED=99=8D=EC=84=9D?= Date: Mon, 11 Mar 2024 00:00:26 +0900 Subject: [PATCH 2/8] =?UTF-8?q?Eye=20Ousting=20=EA=B5=AC=ED=98=84?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- .DS_Store | Bin 6148 -> 6148 bytes skin_detect.py | 109 +++++++++++++++++++++++++++++++++++++++++++++---- 2 files changed, 100 insertions(+), 9 deletions(-) diff --git a/.DS_Store b/.DS_Store index c26d17d3fcb518e0e97ac7cc71c2e17569625243..9503c0a19f80c192dce62bdac487f04af089c802 100644 GIT binary patch delta 32 ocmZoMXfc@J&&a+pU^gQp`(_@dnT(syGh47sY|z@w&heKY0H;L?IsgCw delta 67 zcmZoMXfc@J&&aVcU^gQp$7UX;nT)Ee3?&Rj42cYx40)b8`N>H+`AG~63<3-cOk6;^ S`#%_LUdU|AvYDOZFFycxrxfP^ diff --git a/skin_detect.py b/skin_detect.py index dee0827128..a4852ff5d9 100644 --- a/skin_detect.py +++ b/skin_detect.py @@ -3,13 +3,102 @@ import numpy as np predictor_file = './shape_predictor_68_face_landmarks.dat' -image_file = './test/kimmingyu.jpeg' +image_file = './test/seulgi.jpeg' -detector = dlib.get_frontal_face_detector() -predictor = dlib.shape_predictor(predictor_file) +ALL = list(range(0, 68)) + +img = cv2.imread(image_file) + +# 얼굴의 landmark 뽑아내는 함수 +def landmark_extract(img, predictor_file): + detector = dlib.get_frontal_face_detector() + predictor = dlib.shape_predictor(predictor_file) + + gray_img = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY) + rects = detector(gray_img, 1) + + for (i, rect) in enumerate(rects): + points = np.matrix([[p.x, p.y] for p in predictor(gray_img, rect).parts()]) + + left, right, top, bottom = rect.left(), rect.right(), rect.top(), rect.bottom() + + return points, left, right, top, bottom + +# pos에 landmark 위치 정보 담겨있음 +RIGHT_EYE = list(range(36, 42)) +LEFT_EYE = list(range(42, 48)) +MOUTH = list(range(48, 68)) +NOSE = list(range(27, 36)) +EYEBROWS = list(range(17, 27)) +JAWLINE = list(range(1, 17)) +ALL = list(range(0, 68)) +EYES = list(range(36, 48)) + +# 두 점 거리 찾기 +def find_distance(left, right): + a = np.abs(left[0] - right[0]) + b = np.abs(left[1] - right[1]) + return int(np.sqrt(np.power(a, 2) + np.power(b, 2))) + +# 두 점 기울기 +def find_slope(left, right): + x_increment = right[0] - left[0] + y_increment = right[1] - left[1] + return x_increment / y_increment + +# 두 점의 중심 +def find_center(left, right): + return (int((left[0] + right[0]) / 2), int((left[1] + right[1]) / 2)) + +# 눈 부분 추출하기 +def eye_ousting(pos, img): + left_eye_pos = [(x[0], x[1]) for x in pos[LEFT_EYE].tolist()] + right_eye_pos = [(x[0], x[1]) for x in pos[RIGHT_EYE].tolist()] + + # le_width = find_distance(left_eye_pos[0], left_eye_pos[3]) + # ri_width = find_distance(right_eye_pos[0], right_eye_pos[3]) + + # le_height = find_distance(left_eye_pos[1], left_eye_pos[-2]) + # ri_height = find_distance(right_eye_pos[1], right_eye_pos[-2]) + + # le_center = find_center(left_eye_pos[0], left_eye_pos[3]) + # ri_center = find_center(right_eye_pos[0], right_eye_pos[3]) + + # left_slope = find_slope(left_eye_pos[0], left_eye_pos[3]) + # right_slope = find_slope(right_eye_pos[0], right_eye_pos[3]) + + # left_axes_len = (le_width, le_height) + # right_axes_len = (ri_width, ri_height) + + # mask = np.zeros_like(img[:, :]) + # cv2.ellipse(img=mask, center=le_center, axes=left_axes_len, angle=left_slope, startAngle=0, endAngle=360, color=black, thickness=-1) + # cv2.ellipse(img=mask, center=ri_center, axes=right_axes_len, angle=right_slope, startAngle=0, endAngle=360, color=black, thickness=-1) + + left_pts = np.array(left_eye_pos, np.int32) + left_pts = left_pts.reshape((-1, 1, 2)) + + right_pts = np.array(right_eye_pos, np.int32) + right_pts = right_pts.reshape((-1, 1, 2)) + + res = img.copy() + + cv2.fillPoly(res, [left_pts], color=(0,0,0)) + cv2.fillPoly(res, [right_pts], color=(0,0,0)) + + # arr = np.array([0, 0, 0], dtype=np.uint8) + # mask = cv2.inRange(mask, arr, arr) + # res = cv2.bitwise_and(img, img, mask=mask) + + return res + + +pos, left, right, top, bottom = landmark_extract(img, predictor_file) + +eye_ousting_img = eye_ousting(pos, img) + +face_original_img = img[top : bottom, left:right] +face_img = eye_ousting_img[top : bottom, left:right] -image = cv2.imread(image_file) -image_ycbcr = cv2.cvtColor(image, cv2.COLOR_BGR2YCrCb) # https://www.researchgate.net/publication/262371199_Explicit_image_detection_using_YCbCr_space_color_model_as_skin_detection # lower @@ -18,14 +107,16 @@ # upper upper = np.array([255, 173, 127], dtype=np.uint8) -skin_detect_mask = cv2.inRange(image_ycbcr, lower, upper) -# cv2.imshow("test", skin_detect_mask) +face_image_ycbcr = cv2.cvtColor(face_img, cv2.COLOR_BGR2YCrCb) +face_skin_mask = cv2.inRange(face_image_ycbcr, lower, upper) + +# cv2.imshow("test", face_skin_mask) -image_skin_detect = cv2.bitwise_and(image, image, mask=skin_detect_mask) +face_skin_img = cv2.bitwise_and(face_img, face_img, mask=face_skin_mask) -image_horizontal = np.hstack((image, image_skin_detect)) +image_horizontal = np.hstack((face_original_img, face_skin_img)) cv2.imshow("Face Landmark", image_horizontal) key = cv2.waitKey(0) From df945d61ed52a160bd16e0d18a737e54352d3f12 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=EC=98=A4=ED=99=8D=EC=84=9D?= Date: Tue, 12 Mar 2024 12:29:17 +0900 Subject: [PATCH 3/8] =?UTF-8?q?FaRL=20model=EC=9D=84=20=EC=A0=81=EC=9A=A9?= =?UTF-8?q?=ED=95=9C=20Skin=20Detect?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- skin_detect.py | 2 +- skin_detect_v2.ipynb | 598 +++++++++++++++++++++++++++++++++++++++++++ 2 files changed, 599 insertions(+), 1 deletion(-) create mode 100644 skin_detect_v2.ipynb diff --git a/skin_detect.py b/skin_detect.py index a4852ff5d9..92bb74a29c 100644 --- a/skin_detect.py +++ b/skin_detect.py @@ -3,7 +3,7 @@ import numpy as np predictor_file = './shape_predictor_68_face_landmarks.dat' -image_file = './test/seulgi.jpeg' +image_file = './test/kimmingyu.jpeg' ALL = list(range(0, 68)) diff --git a/skin_detect_v2.ipynb b/skin_detect_v2.ipynb new file mode 100644 index 0000000000..9d38233c14 --- /dev/null +++ b/skin_detect_v2.ipynb @@ -0,0 +1,598 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "id": "dnEKkIOknto9" + }, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import numpy as np\n", + "import cv2" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "id": "dd5SMl06oJhK" + }, + "outputs": [], + "source": [ + "# !pip install git+https://github.com/FacePerceiver/facer.git@main" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 453 + }, + "id": "nc4ZKBcroMvu", + "outputId": "1491c1e9-b047-46a7-f87b-a983786183d1" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "img_path = './test/rm.jpeg'\n", + "img = cv2.imread(img_path)\n", + "\n", + "plt.imshow(img)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Lv0oV7_8oaWx", + "outputId": "155338e3-f3cd-4019-d98a-12f7567e8722" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cloning into 'facer'...\n", + "remote: Enumerating objects: 384, done.\u001b[K\n", + "remote: Counting objects: 100% (8/8), done.\u001b[K\n", + "remote: Compressing objects: 100% (3/3), done.\u001b[K\n", + "remote: Total 384 (delta 5), reused 5 (delta 5), pack-reused 376\u001b[K\n", + "Receiving objects: 100% (384/384), 2.99 MiB | 13.61 MiB/s, done.\n", + "Resolving deltas: 100% (182/182), done.\n", + "Encountered 16 file(s) that should have been pointers, but weren't:\n", + "\tsamples/data/fire.webp\n", + "\tsamples/data/girl.jpg\n", + "\tsamples/data/sideface.jpg\n", + "\tsamples/data/twogirls.jpg\n", + "\tsamples/data/weirdface.jpg\n", + "\tsamples/data/weirdface2.jpg\n", + "\tsamples/data/weirdface3.jpg\n", + "\tsamples/download.ipynb\n", + "\tsamples/example_output/alignment.png\n", + "\tsamples/example_output/detect.png\n", + "\tsamples/example_output/parsing.png\n", + "\tsamples/face_alignment.ipynb\n", + "\tsamples/face_attribute.ipynb\n", + "\tsamples/face_detect.ipynb\n", + "\tsamples/face_parsing.ipynb\n", + "\tsamples/transform.ipynb\n" + ] + } + ], + "source": [ + "# !git clone https://github.com/FacePerceiver/facer.git" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "LEeqF8Qfpj1K" + }, + "outputs": [], + "source": [ + "# !pip install timm" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "id": "5szbNaLcpST3" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/ohs/Library/Python/3.9/lib/python/site-packages/urllib3/__init__.py:34: NotOpenSSLWarning: urllib3 v2 only supports OpenSSL 1.1.1+, currently the 'ssl' module is compiled with 'LibreSSL 2.8.3'. See: https://github.com/urllib3/urllib3/issues/3020\n", + " warnings.warn(\n" + ] + } + ], + "source": [ + "import torch\n", + "import timm\n", + "import facer" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "nkb3Y4sro7es", + "outputId": "aaa0a6ad-222e-46bf-9347-fdd781d81fbb" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(False, 0)" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "torch.cuda.is_available(), torch.cuda.device_count()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 435 + }, + "id": "Grs_oRx_pqa_", + "outputId": "0025648a-00ec-4bcd-8019-907e14db4d9b" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Downloading: \"https://github.com/elliottzheng/face-detection/releases/download/0.0.1/mobilenet0.25_Final.pth\" to /Users/ohs/.cache/torch/hub/checkpoints/mobilenet0.25_Final.pth\n", + "100%|██████████| 1.71M/1.71M [00:00<00:00, 3.63MB/s]\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "device = 'cuda' if torch.cuda.is_available() else 'cpu'\n", + "image = facer.hwc2bchw(facer.read_hwc(img_path)).to(device=device)\n", + "\n", + "face_detector = facer.face_detector('retinaface/mobilenet', device=device)\n", + "\n", + "with torch.inference_mode():\n", + " faces = face_detector(image)\n", + "\n", + "facer.show_bchw(facer.draw_bchw(image, faces))" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "id": "HOApWTbaqfx6" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Downloading: \"https://github.com/FacePerceiver/facer/releases/download/models-v1/face_parsing.farl.lapa.main_ema_136500_jit191.pt\" to /Users/ohs/.cache/torch/hub/checkpoints/face_parsing.farl.lapa.main_ema_136500_jit191.pt\n", + "100%|██████████| 617M/617M [03:01<00:00, 3.56MB/s] \n" + ] + } + ], + "source": [ + "face_parser = facer.face_parser('farl/lapa/448', device=device)\n", + "with torch.inference_mode():\n", + " faces = face_parser(image, faces)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 453 + }, + "id": "1EGplRYWqj4D", + "outputId": "3e93e664-a9fa-4823-9397-1d3443e1eee1" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "torch.Size([1, 11, 1029, 800])\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "seg_logits = faces['seg']['logits']\n", + "seg_probs = seg_logits.softmax(dim=1)\n", + "\n", + "print(seg_probs.shape)\n", + "\n", + "facer.show_bhw(seg_probs.argmax(dim=1).float()/seg_logits.size(1) * 255)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "icXpWOPdqo-u", + "outputId": "342c733f-2547-46ea-f6b8-a363287a9b91" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(torch.Size([1, 11, 1029, 800]),\n", + " torch.Size([1, 11, 1029, 800]),\n", + " torch.Size([1, 1029, 800]))" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "seg_logits.shape,seg_probs.shape, seg_probs.argmax(dim=1).shape" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 453 + }, + "id": "JTVBmsuNqso9", + "outputId": "d2a7f7f1-a1c4-42fd-909d-4dcb66c41f34" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "seg_probs = seg_probs.cpu()\n", + "tensor = seg_probs.permute(0, 2, 3, 1)\n", + "tensor = tensor.squeeze().numpy()\n", + "face_skin = tensor[:, :, 1]\n", + "plt.imshow(face_skin)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 453 + }, + "id": "OkN_29IVquGJ", + "outputId": "3f4903e5-68e3-464c-a7d3-c070f69f47e6" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "third_channel = tensor[:, :, 6]\n", + "plt.imshow(third_channel)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "jXm9hICrqxrd", + "outputId": "e402ba58-4987-43dc-a238-81792d741252" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0, 1])" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "binary_mask = (face_skin >= 0.5).astype(int)\n", + "np.unique(binary_mask)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 453 + }, + "id": "kyECE7ZWq0nE", + "outputId": "2bb9153b-2716-4847-d720-c0f49e6646da" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x, y = np.nonzero(binary_mask > 0)#visualize\n", + "plt.scatter(x, y)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 453 + }, + "id": "5AtRYNmqq41d", + "outputId": "48d36a06-ae35-4523-b822-5f7802a99c52" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "res = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)\n", + "plt.imshow(res)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 453 + }, + "id": "u-_4lg6wq8Ok", + "outputId": "4ee69da1-64fe-43f5-cadb-12a12b9f0910" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "masked_image = np.zeros_like(res)\n", + "masked_image[binary_mask == 1] = res[binary_mask == 1] #visualize\n", + "plt.imshow(masked_image)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "DHkIYx4trDHC" + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "accelerator": "GPU", + "colab": { + "gpuType": "T4", + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.6" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} From db6167477b1e69395c288336c95e46e667e49257 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=EC=98=A4=ED=99=8D=EC=84=9D?= Date: Tue, 12 Mar 2024 20:55:23 +0900 Subject: [PATCH 4/8] =?UTF-8?q?HSV=EC=99=80=20YCrCb=20=EC=83=89=EA=B3=B5?= =?UTF-8?q?=EA=B0=84=EC=9D=84=20=EC=9D=B4=EC=9A=A9=ED=95=9C=20Skin=20Detec?= =?UTF-8?q?t?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- skin_detect_v3.py | 34 ++++++++++++++++++++++++++++++++++ tempCodeRunnerFile.py | 1 + 2 files changed, 35 insertions(+) create mode 100644 skin_detect_v3.py create mode 100644 tempCodeRunnerFile.py diff --git a/skin_detect_v3.py b/skin_detect_v3.py new file mode 100644 index 0000000000..2fee82297f --- /dev/null +++ b/skin_detect_v3.py @@ -0,0 +1,34 @@ +import numpy as np +import cv2 + +img_path = "./test/kimmingyu.jpeg" + +img = cv2.imread(img_path) + +# convert BGR to hsv +img_hsv = cv2.cvtColor(img, cv2.COLOR_BGR2HSV) + +mask_hsv = cv2.inRange(img_hsv, (0, 15, 0), (17, 170, 255)) +mask_hsv = cv2.morphologyEx(mask_hsv, cv2.MORPH_OPEN, np.ones((3, 3), np.uint8)) + +img_YCrCb = cv2.cvtColor(img, cv2.COLOR_BGR2YCrCb) + +mask_YCrCb = cv2.inRange(img_YCrCb, (0, 133, 77), (255, 173, 127)) +mask_YCrCb = cv2.morphologyEx(mask_YCrCb, cv2.MORPH_OPEN, np.ones((3, 3), np.uint8)) + +mask = cv2.bitwise_and(mask_YCrCb, mask_hsv) +mask = cv2.medianBlur(mask, 3) +mask = cv2.morphologyEx(mask, cv2.MORPH_OPEN, np.ones((4, 4), np.uint8)) + +cv2.imshow("res", mask) + +res = cv2.bitwise_and(img, img, mask=mask) + +res_and_origin = np.hstack((res, img)) + +cv2.imshow("res_and_origin", res_and_origin) + +key = cv2.waitKey(0) + +if key == ord('q'): + cv2.destroyAllWindows() diff --git a/tempCodeRunnerFile.py b/tempCodeRunnerFile.py new file mode 100644 index 0000000000..8b13789179 --- /dev/null +++ b/tempCodeRunnerFile.py @@ -0,0 +1 @@ + From fc479b3c1136b6963d366f885448e3664707dc4f Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=EC=98=A4=ED=99=8D=EC=84=9D?= Date: Tue, 12 Mar 2024 21:13:10 +0900 Subject: [PATCH 5/8] =?UTF-8?q?test=20image=202=EA=B0=9C=20=EC=B6=94?= =?UTF-8?q?=EA=B0=80?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- skin_detect_v3.py | 4 +--- test/black_girl.jpeg | Bin 0 -> 32709 bytes test/man.png | Bin 0 -> 59131 bytes 3 files changed, 1 insertion(+), 3 deletions(-) create mode 100644 test/black_girl.jpeg create mode 100644 test/man.png diff --git a/skin_detect_v3.py b/skin_detect_v3.py index 2fee82297f..9017d77fde 100644 --- a/skin_detect_v3.py +++ b/skin_detect_v3.py @@ -1,7 +1,7 @@ import numpy as np import cv2 -img_path = "./test/kimmingyu.jpeg" +img_path = "./test/black_girl.jpeg" img = cv2.imread(img_path) @@ -20,8 +20,6 @@ mask = cv2.medianBlur(mask, 3) mask = cv2.morphologyEx(mask, cv2.MORPH_OPEN, np.ones((4, 4), np.uint8)) -cv2.imshow("res", mask) - res = cv2.bitwise_and(img, img, mask=mask) res_and_origin = np.hstack((res, img)) diff --git a/test/black_girl.jpeg b/test/black_girl.jpeg new file mode 100644 index 0000000000000000000000000000000000000000..c7e883ac28cdd066a5d34f1a49f8f7219bb7087e GIT binary patch literal 32709 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s0`69T=Qyrq)QNoiVV$=wv&$>$Z@OQKN+LLY Date: Wed, 13 Mar 2024 14:22:24 +0900 Subject: [PATCH 6/8] =?UTF-8?q?Skin=5Fdetect=20=EB=94=94=EB=A0=89=ED=86=A0?= =?UTF-8?q?=EB=A6=AC=20=EC=83=9D=EC=84=B1=20=EB=B0=8F=20=ED=8C=8C=EC=9D=BC?= =?UTF-8?q?=20=EA=B5=AC=EC=A1=B0=20=EB=B3=80=EA=B2=BD?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- skin_detect.py => Skin_detect/skin_detect.py | 0 skin_detect_v2.ipynb => Skin_detect/skin_detect_v2.ipynb | 0 skin_detect_v3.py => Skin_detect/skin_detect_v3.py | 2 +- 3 files changed, 1 insertion(+), 1 deletion(-) rename skin_detect.py => Skin_detect/skin_detect.py (100%) rename skin_detect_v2.ipynb => Skin_detect/skin_detect_v2.ipynb (100%) rename skin_detect_v3.py => Skin_detect/skin_detect_v3.py (95%) diff --git a/skin_detect.py b/Skin_detect/skin_detect.py similarity index 100% rename from skin_detect.py rename to Skin_detect/skin_detect.py diff --git a/skin_detect_v2.ipynb b/Skin_detect/skin_detect_v2.ipynb similarity index 100% rename from skin_detect_v2.ipynb rename to Skin_detect/skin_detect_v2.ipynb diff --git a/skin_detect_v3.py b/Skin_detect/skin_detect_v3.py similarity index 95% rename from skin_detect_v3.py rename to Skin_detect/skin_detect_v3.py index 9017d77fde..50772bc880 100644 --- a/skin_detect_v3.py +++ b/Skin_detect/skin_detect_v3.py @@ -1,7 +1,7 @@ import numpy as np import cv2 -img_path = "./test/black_girl.jpeg" +img_path = "./test/kimmingyu.jpeg" img = cv2.imread(img_path) From 7fbc9067c224711f285b9a124fe6ab8eb82267e6 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=EC=98=A4=ED=99=8D=EC=84=9D?= Date: Wed, 13 Mar 2024 18:34:54 +0900 Subject: [PATCH 7/8] git pull origin main --- .DS_Store | Bin 6148 -> 6148 bytes 1 file changed, 0 insertions(+), 0 deletions(-) diff --git a/.DS_Store b/.DS_Store index b23344e87aaa10903e34b4abac7cdd5ef45c5ead..2ddc4b19799abf28d6d35c52dec7f68982ccd5f1 100644 GIT binary patch delta 197 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