From 063d0456d7600a3f9a439d0b9434119e9cb6298b Mon Sep 17 00:00:00 2001 From: hash-slash <78008554+hash-slash@users.noreply.github.com> Date: Thu, 28 Oct 2021 19:25:11 +0530 Subject: [PATCH 1/2] Add files via upload --- VOICE_INSTRUCTIONS.PY | 59 +++++++++++++++++++++++++ cartoonify.py | 17 ++++++++ collect-data.py | 98 ++++++++++++++++++++++++++++++++++++++++++ model-bw.h5 | Bin 0 -> 3274512 bytes model-bw.json | 1 + prediction.py | 65 ++++++++++++++++++++++++++++ projectideademo.txt | 14 ++++++ train_model.py | 52 ++++++++++++++++++++++ 8 files changed, 306 insertions(+) create mode 100644 VOICE_INSTRUCTIONS.PY create mode 100644 cartoonify.py create mode 100644 collect-data.py create mode 100644 model-bw.h5 create mode 100644 model-bw.json create mode 100644 prediction.py create mode 100644 projectideademo.txt create mode 100644 train_model.py diff --git a/VOICE_INSTRUCTIONS.PY b/VOICE_INSTRUCTIONS.PY new file mode 100644 index 0000000..e4b36bd --- /dev/null +++ b/VOICE_INSTRUCTIONS.PY @@ -0,0 +1,59 @@ +import pyttsx3 +import os +engine=pyttsx3.init() +voices=engine.getProperty('voices') +engine.setProperty('voice',voices[1].id) +engine.runAndWait() +print("...") +engine.say("Welcome!!!") +print("") +print("\n\t 1.MICROSOFT WORD \t 2.MICROSOFT POWERPOINT \n\t 3.MICROSOFT EXCEL \t 4.GOOGLE CHROME \n\t 5.VLC PLAYER \n\t 6.NOTEPAD \n\n\t\t 0. FOR EXIT") +pyttsx3.speak("Welcome to my tools") +print("") +pyttsx3.speak("chat with me with your requirements") +while True: + print(" CHAT WITH ME WITH YOUR REQUIREMENTS : ", end='') + p = input() + p = p.upper() + print(p) + if ("DONT" in p) or ("DON'T" in p) or ("NOT" in p): + pyttsx3.speak("Type Again") + continue + elif ("GOOGLE" in p) or ("SEARCH" in p) or ("WEB BROWSER" in p) or ("CHROME" in p) or ("BROWSER" in p) or ("4" in p): + pyttsx3.speak("Opening") + pyttsx3.speak("GOOGLE CHROME") + os.system("chrome") + + elif ("NOTE" in p) or ("NOTES" in p) or ("NOTEPAD" in p) or ("EDITOR" in p) or ("9" in p): + pyttsx3.speak("Opening") + pyttsx3.speak("NOTEPAD") + os.system("Notepad") + + elif ("VLCPLAYER" in p) or ("PLAYER" in p) or ("VIDEO PLAYER" in p) or ("5" in p): + pyttsx3.speak("Opening") + pyttsx3.speak("VLC PLAYER") + os.system("VLC") + + elif ("EXCEL" in p) or ("MSEXCEL" in p) or ("SHEET" in p) or ("WINEXCEL" in p) or ("3" in p): + pyttsx3.speak("Opening") + pyttsx3.speak("MICROSOFT EXCEL") + os.system("excel") + + elif ("SLIDE" in p) or ("MSPOWERPOINT" in p) or ("PPT" in p) or ("POWERPNT" in p) or ("2" in p): + pyttsx3.speak("Opening") + pyttsx3.speak("MICROSOFT POWERPOINT") + os.system("powerpnt") + + elif ("WORD" in p) or ("MSWORD" in p) or ("1" in p): + pyttsx3.speak("Opening") + pyttsx3.speak("MICROSOFT WORD") + os.system("winword") + elif ("EXIT" in p) or ("QUIT" in p) or ("CLOSE" in p) or ("0" in p): + pyttsx3.speak("Exiting") + break + else: + pyttsx3.speak(p) + print("Is Invalid,Please Try Again") + pyttsx3.speak("is Invalid,Please try again") + print(".") + print(".") \ No newline at end of file diff --git a/cartoonify.py b/cartoonify.py new file mode 100644 index 0000000..7e122c0 --- /dev/null +++ b/cartoonify.py @@ -0,0 +1,17 @@ +import cv2 as cv +import numpy as np +image=cv.imread('emma3.jpg') +cv.imshow("original",image) + +# I have added this image in the task folder beacuse the sprecifications work different for different pictures. I thought these work fine for this picture. + + +gray_scale=cv.cvtColor(image,cv.COLOR_BGR2GRAY) +gray_scale=cv.medianBlur(gray_scale,3) +edges=cv.adaptiveThreshold(gray_scale,255,cv.ADAPTIVE_THRESH_MEAN_C,cv.THRESH_BINARY,5,5) +cv.imshow("edges",edges) +color=cv.bilateralFilter(image,5,250,250) +cartoon=cv.bitwise_and(color,color,mask=edges) +cv.imshow("final result",cartoon) +cv.waitKey(0) +cv.destroyAllWindows() \ No newline at end of file diff --git a/collect-data.py b/collect-data.py new file mode 100644 index 0000000..e0b81b1 --- /dev/null +++ b/collect-data.py @@ -0,0 +1,98 @@ +import cv2 +import os + +if not os.path.exists("data"): + os.makedirs("data") + os.makedirs("data/train") + os.makedirs("data/train/0") + os.makedirs("data/train/1") + os.makedirs("data/train/2") + os.makedirs("data/train/3") + os.makedirs("data/train/4") + os.makedirs("data/train/5") + os.makedirs("data/train/6") + os.makedirs("data/train/7") + os.makedirs("data/train/8") + os.makedirs("data/train/9") + + +mode = 'train' +directory = 'data/'+mode+'/' + +# url = '/video' +# cap=cv2.VideoCapture(url) + +cap=cv2.VideoCapture(0) + +while True: + _, frame = cap.read() + frame = cv2.flip(frame, 1) + + cv2.putText(frame, "hash-slash", (155, 250), cv2.FONT_HERSHEY_COMPLEX_SMALL, 1, (0,0,0), 3) + + count = {'zero/fist': len(os.listdir(directory+"/0")), + 'one': len(os.listdir(directory+"/1")), + 'two/peace': len(os.listdir(directory+"/2")), + 'three': len(os.listdir(directory+"/3")), + 'four': len(os.listdir(directory+"/4")), + 'five/stop': len(os.listdir(directory+"/5")), + 'yoo': len(os.listdir(directory+"/6")), + 'call': len(os.listdir(directory+"/7")), + 'five/opp side': len(os.listdir(directory+"/8")), + 'tick': len(os.listdir(directory+"/9"))} + + cv2.putText(frame, "MODE : "+mode, (10, 50), cv2.FONT_HERSHEY_COMPLEX_SMALL, 1, (128,128,56), 1) + cv2.putText(frame, "IMAGE COUNT", (10, 100), cv2.FONT_HERSHEY_COMPLEX_SMALL, 1, (120,110,255), 1) + cv2.putText(frame, "ZERO : "+str(count['zero/fist']), (10, 120), cv2.FONT_HERSHEY_COMPLEX_SMALL, 1, (189,255,211), 1) + cv2.putText(frame, "ONE : "+str(count['one']), (10, 140), cv2.FONT_HERSHEY_COMPLEX_SMALL, 1, (255,211,255), 1) + cv2.putText(frame, "TWO : "+str(count['two/peace']), (10, 160), cv2.FONT_HERSHEY_COMPLEX_SMALL, 1, (167,9,255), 1) + cv2.putText(frame, "THREE : "+str(count['three']), (10, 180), cv2.FONT_HERSHEY_COMPLEX_SMALL, 1, (20,134,255), 1) + cv2.putText(frame, "FOUR : "+str(count['four']), (10, 200), cv2.FONT_HERSHEY_COMPLEX_SMALL, 1, (255,25,28), 1) + cv2.putText(frame, "FIVE : "+str(count['five/stop']), (10, 220), cv2.FONT_HERSHEY_COMPLEX_SMALL, 1, (205,123,211), 1) + cv2.putText(frame, "YOO : "+str(count['yoo']), (10, 240), cv2.FONT_HERSHEY_COMPLEX_SMALL, 1, (205,123,0), 1) + cv2.putText(frame, "CALL : "+str(count['call']), (10, 260), cv2.FONT_HERSHEY_COMPLEX_SMALL, 1, (0,123,211), 1) + cv2.putText(frame, "FIVE/oppside : "+str(count['five/opp side']), (10, 280), cv2.FONT_HERSHEY_COMPLEX_SMALL, 1, (205,0,211), 1) + cv2.putText(frame, "TICK : "+str(count['tick']), (10, 300), cv2.FONT_HERSHEY_COMPLEX_SMALL, 1, (127,123,211), 1) + + + x1 = int(0.5*frame.shape[1]) + y1 = 10 + x2 = frame.shape[1]-10 + y2 = int(0.5*frame.shape[1]) + cv2.rectangle(frame, (x1-1, y1-1), (x2+1, y2+1), (255,0,0) ,3) + roi = frame[y1:y2, x1:x2] + roi = cv2.resize(roi, (200, 200)) + cv2.putText(frame, "R.O.I", (440, 350), cv2.FONT_HERSHEY_COMPLEX_SMALL, 1, (0,225,0), 3) + cv2.imshow("Frame", frame) + + roi = cv2.cvtColor(roi, cv2.COLOR_BGR2GRAY) + _, roi = cv2.threshold(roi, 120, 255, cv2.THRESH_BINARY_INV) + cv2.imshow("ROI", roi) + + + + interrupt = cv2.waitKey(10) + if interrupt & 0xFF == 27: + break + if interrupt & 0xFF == ord('0'): + cv2.imwrite(directory+'0/'+str(count['zero/fist'])+'.jpg', roi) + if interrupt & 0xFF == ord('1'): + cv2.imwrite(directory+'1/'+str(count['one'])+'.jpg', roi) + if interrupt & 0xFF == ord('2'): + cv2.imwrite(directory+'2/'+str(count['two/peace'])+'.jpg', roi) + if interrupt & 0xFF == ord('3'): + cv2.imwrite(directory+'3/'+str(count['three'])+'.jpg', roi) + if interrupt & 0xFF == ord('4'): + cv2.imwrite(directory+'4/'+str(count['four'])+'.jpg', roi) + if interrupt & 0xFF == ord('5'): + cv2.imwrite(directory+'5/'+str(count['five/stop'])+'.jpg', roi) + if interrupt & 0xFF == ord('6'): + cv2.imwrite(directory+'6/'+str(count['yoo'])+'.jpg', roi) + if interrupt & 0xFF == ord('7'): + cv2.imwrite(directory+'7/'+str(count['call'])+'.jpg', roi) + if interrupt & 0xFF == ord('8'): + cv2.imwrite(directory+'8/'+str(count['five/opp side'])+'.jpg', roi) + if interrupt & 0xFF == ord('9'): + cv2.imwrite(directory+'9/'+str(count['tick'])+'.jpg', roi) +cap.release() +cv2.destroyAllWindows() diff --git a/model-bw.h5 b/model-bw.h5 new file mode 100644 index 0000000000000000000000000000000000000000..24665c2577884fc0a63df318fb6570d8d8233026 GIT binary patch literal 3274512 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zPBdW4E*X)F;?>x_VlMk~IK$q}MeH*feXP!IrqWxBsMotDBHl2bZkbp`A9tR@BW=>y z;zPsPRXBq7^f=Q-o_pg>ZwYaHlYX;6KLO z{=^^Z-~6BB4}aodv;JRd`Jec3#H(ND$^CskX+Bc^SN_RAi)SlnIsA^%ISN@z30eOX z{nem9^T0ng@1Mo1|F82wX1)K{`1!{^{MVL$)&u`+{Cs-%zi0f^|DNyf{661*_4r8} q_}BRPXSVXM?f=*V|7`r&{ Date: Fri, 29 Oct 2021 00:08:09 +0530 Subject: [PATCH 2/2] Add files via upload --- prediction_updated.py | 74 +++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 74 insertions(+) create mode 100644 prediction_updated.py diff --git a/prediction_updated.py b/prediction_updated.py new file mode 100644 index 0000000..08a4685 --- /dev/null +++ b/prediction_updated.py @@ -0,0 +1,74 @@ +from keras.models import model_from_json +import operator +import cv2 + +json_file = open("model-bw.json", "r") +model_json = json_file.read() +json_file.close() +loaded_model = model_from_json(model_json) +loaded_model.load_weights("model-bw.h5") +print("Loaded model from disk") + +cap = cv2.VideoCapture(0) + +categories = {0: 'ZERO/FIST', 1: 'ONE', 2: 'TWO/PEACE', 3: 'THREE', 4: 'FOUR', 5: 'FIVE/STOP', 6:'YOO', 7:'CALL', 8:'FIVE/OPP SIDE', 9:'TICK'} + +while True: + _, frame = cap.read() + frame = cv2.flip(frame, 1) + + x1 = int(0.5*frame.shape[1]) + y1 = 10 + x2 = frame.shape[1]-10 + y2 = int(0.5*frame.shape[1]) + + cv2.putText(frame, "Expressando - TDOC 2021", (175, 450), cv2.FONT_HERSHEY_COMPLEX_SMALL, 1, (225,255,0), 3) + cv2.rectangle(frame, (x1-1, y1-1), (x2+1, y2+1), (255,255,255) ,3) + roi = frame[y1:y2, x1:x2] + + roi = cv2.resize(roi, (64, 64)) + roi = cv2.cvtColor(roi, cv2.COLOR_BGR2GRAY) + cv2.putText(frame, "R.O.I", (440, 350), cv2.FONT_HERSHEY_COMPLEX_SMALL, 1, (0,225,0), 3) + + _, test_image = cv2.threshold(roi, 120, 255, cv2.THRESH_BINARY) + cv2.imshow("ROI", test_image) + + result = loaded_model.predict(test_image.reshape(1, 64, 64, 1)) + prediction = {'ZERO/FIST': result[0][0], + 'ONE': result[0][1], + 'TWO/PEACE': result[0][2], + 'THREE': result[0][3], + 'FOUR': result[0][4], + 'FIVE/STOP': result[0][5], + 'YOO': result[0][6], + 'CALL': result[0][7], + 'FIVE/OPP SIDE': result[0][8], + 'TICK': result[0][9]} + prediction = sorted(prediction.items(), key=operator.itemgetter(1), reverse=True) #(0.9 = FIVE, 0.7, 0.6, 0.5, 0.4) + cv2.putText(frame, "PREDICTION:", (30, 90), cv2.FONT_HERSHEY_PLAIN, 1, (255,255,255), 2) + cv2.putText(frame, prediction[0][0], (80, 130), cv2.FONT_HERSHEY_SCRIPT_COMPLEX, 1, (255,255,255), 2) + + + ###### This part is to connect to applications##### + if prediction[0][0]=='CALL': + print("chat") + cap.release() + cv2.destroyAllWindows() + import subprocess + subprocess.Popen('C:\\Windows\\System32\\notepad.exe') + ############################################################### + ### WE CAN ALSO CONNECT VOICE MESSAGES AS IN FILE VOICE INSTRUCTIONS.PY INTO THIS (FUTURE SCOPE)########## + if prediction[0][0]=='FIVE/OPP SIDE': + import webbrowser + new=2 + url="https://pythonrepo.com/repo/cvzone-cvzone" + webbrowser.get(using='Mozilla-Firefox').open(url,new=new) + + cv2.imshow("Frame", frame) + interrupt = cv2.waitKey(10) + if interrupt & 0xFF == 27: + break + + +cap.release() +cv2.destroyAllWindows()