diff --git a/Background_Removal_and_Change/.gitattributes b/Background_Removal_and_Change/.gitattributes
deleted file mode 100644
index ac481c8eb05e4d2496fbe076a38a7b4835dd733d..0000000000000000000000000000000000000000
--- a/Background_Removal_and_Change/.gitattributes
+++ /dev/null
@@ -1,27 +0,0 @@
-*.7z filter=lfs diff=lfs merge=lfs -text
-*.arrow filter=lfs diff=lfs merge=lfs -text
-*.bin filter=lfs diff=lfs merge=lfs -text
-*.bz2 filter=lfs diff=lfs merge=lfs -text
-*.ftz filter=lfs diff=lfs merge=lfs -text
-*.gz filter=lfs diff=lfs merge=lfs -text
-*.h5 filter=lfs diff=lfs merge=lfs -text
-*.joblib filter=lfs diff=lfs merge=lfs -text
-*.lfs.* filter=lfs diff=lfs merge=lfs -text
-*.model filter=lfs diff=lfs merge=lfs -text
-*.msgpack filter=lfs diff=lfs merge=lfs -text
-*.onnx filter=lfs diff=lfs merge=lfs -text
-*.ot filter=lfs diff=lfs merge=lfs -text
-*.parquet filter=lfs diff=lfs merge=lfs -text
-*.pb filter=lfs diff=lfs merge=lfs -text
-*.pt filter=lfs diff=lfs merge=lfs -text
-*.pth filter=lfs diff=lfs merge=lfs -text
-*.rar filter=lfs diff=lfs merge=lfs -text
-saved_model/**/* filter=lfs diff=lfs merge=lfs -text
-*.tar.* filter=lfs diff=lfs merge=lfs -text
-*.tflite filter=lfs diff=lfs merge=lfs -text
-*.tgz filter=lfs diff=lfs merge=lfs -text
-*.wasm filter=lfs diff=lfs merge=lfs -text
-*.xz filter=lfs diff=lfs merge=lfs -text
-*.zip filter=lfs diff=lfs merge=lfs -text
-*.zstandard filter=lfs diff=lfs merge=lfs -text
-*tfevents* filter=lfs diff=lfs merge=lfs -text
diff --git a/Background_Removal_and_Change/.idea/.gitignore b/Background_Removal_and_Change/.idea/.gitignore
deleted file mode 100644
index 13566b81b018ad684f3a35fee301741b2734c8f4..0000000000000000000000000000000000000000
--- a/Background_Removal_and_Change/.idea/.gitignore
+++ /dev/null
@@ -1,8 +0,0 @@
-# Default ignored files
-/shelf/
-/workspace.xml
-# Editor-based HTTP Client requests
-/httpRequests/
-# Datasource local storage ignored files
-/dataSources/
-/dataSources.local.xml
diff --git a/Background_Removal_and_Change/.idea/Background_Removal_and_Change.iml b/Background_Removal_and_Change/.idea/Background_Removal_and_Change.iml
deleted file mode 100644
index e82daebc8498e441626b470bdf08582c696557e8..0000000000000000000000000000000000000000
--- a/Background_Removal_and_Change/.idea/Background_Removal_and_Change.iml
+++ /dev/null
@@ -1,10 +0,0 @@
-
-
-
-
-
-
-
-
-
-
\ No newline at end of file
diff --git a/Background_Removal_and_Change/.idea/deployment.xml b/Background_Removal_and_Change/.idea/deployment.xml
deleted file mode 100644
index 973c9698d74f030c209975f13a0999f9050d0b17..0000000000000000000000000000000000000000
--- a/Background_Removal_and_Change/.idea/deployment.xml
+++ /dev/null
@@ -1,14 +0,0 @@
-
-
-
-
-
-
-
-
-
-
-
-
-
-
\ No newline at end of file
diff --git a/Background_Removal_and_Change/.idea/inspectionProfiles/Project_Default.xml b/Background_Removal_and_Change/.idea/inspectionProfiles/Project_Default.xml
deleted file mode 100644
index 55a9fdb5b3c13dad5ff6d77f3579d8baefb68ecc..0000000000000000000000000000000000000000
--- a/Background_Removal_and_Change/.idea/inspectionProfiles/Project_Default.xml
+++ /dev/null
@@ -1,27 +0,0 @@
-
-
-
-
-
-
-
-
\ No newline at end of file
diff --git a/Background_Removal_and_Change/.idea/inspectionProfiles/profiles_settings.xml b/Background_Removal_and_Change/.idea/inspectionProfiles/profiles_settings.xml
deleted file mode 100644
index 105ce2da2d6447d11dfe32bfb846c3d5b199fc99..0000000000000000000000000000000000000000
--- a/Background_Removal_and_Change/.idea/inspectionProfiles/profiles_settings.xml
+++ /dev/null
@@ -1,6 +0,0 @@
-
-
-
-
-
-
\ No newline at end of file
diff --git a/Background_Removal_and_Change/.idea/misc.xml b/Background_Removal_and_Change/.idea/misc.xml
deleted file mode 100644
index 13fecf304bc8719c038c9a91fd31bec2797d5402..0000000000000000000000000000000000000000
--- a/Background_Removal_and_Change/.idea/misc.xml
+++ /dev/null
@@ -1,4 +0,0 @@
-
-
-
-
\ No newline at end of file
diff --git a/Background_Removal_and_Change/.idea/modules.xml b/Background_Removal_and_Change/.idea/modules.xml
deleted file mode 100644
index 1ad20121ed2d1528e7b1d2726170ba4e638efabc..0000000000000000000000000000000000000000
--- a/Background_Removal_and_Change/.idea/modules.xml
+++ /dev/null
@@ -1,8 +0,0 @@
-
-
-
-
-
-
-
-
\ No newline at end of file
diff --git a/Background_Removal_and_Change/.idea/sshConfigs.xml b/Background_Removal_and_Change/.idea/sshConfigs.xml
deleted file mode 100644
index c4d89a88ded33f0b1cd0078cfa4be5111037b468..0000000000000000000000000000000000000000
--- a/Background_Removal_and_Change/.idea/sshConfigs.xml
+++ /dev/null
@@ -1,8 +0,0 @@
-
-
-
-
-
-
-
-
\ No newline at end of file
diff --git a/Background_Removal_and_Change/.idea/vcs.xml b/Background_Removal_and_Change/.idea/vcs.xml
deleted file mode 100644
index 30c80f1c99e518e42d1cd6b96b738fb472b326e0..0000000000000000000000000000000000000000
--- a/Background_Removal_and_Change/.idea/vcs.xml
+++ /dev/null
@@ -1,9 +0,0 @@
-
-
-
-
-
-
-
-
-
\ No newline at end of file
diff --git a/Background_Removal_and_Change/.idea/webServers.xml b/Background_Removal_and_Change/.idea/webServers.xml
deleted file mode 100644
index cce5561611c2c04cc103384926bf4cd67ca6b653..0000000000000000000000000000000000000000
--- a/Background_Removal_and_Change/.idea/webServers.xml
+++ /dev/null
@@ -1,14 +0,0 @@
-
-
-
-
-
-
\ No newline at end of file
diff --git a/Background_Removal_and_Change/Procfile b/Background_Removal_and_Change/Procfile
deleted file mode 100644
index 265de8638b4e9ff83dc0a0495bdbf708ce04dc8b..0000000000000000000000000000000000000000
--- a/Background_Removal_and_Change/Procfile
+++ /dev/null
@@ -1 +0,0 @@
-web: sh setup.sh && streamlit run app.py
diff --git a/Background_Removal_and_Change/README.md b/Background_Removal_and_Change/README.md
deleted file mode 100644
index a12b95ae1f0f9638ee15c1c70d954e4be2e5adba..0000000000000000000000000000000000000000
--- a/Background_Removal_and_Change/README.md
+++ /dev/null
@@ -1,9 +0,0 @@
----
-title: ABC- Automatic Background Change
-emoji: ⚡
-colorFrom: yellow
-colorTo: gray
-sdk: streamlit
-app_file: app.py
-pinned: false
----
\ No newline at end of file
diff --git a/Background_Removal_and_Change/__pycache__/libs.cpython-38.pyc b/Background_Removal_and_Change/__pycache__/libs.cpython-38.pyc
deleted file mode 100644
index 6c0725581b75b98670798c5773d9f6514b426e0d..0000000000000000000000000000000000000000
Binary files a/Background_Removal_and_Change/__pycache__/libs.cpython-38.pyc and /dev/null differ
diff --git a/Background_Removal_and_Change/__pycache__/libs.cpython-39.pyc b/Background_Removal_and_Change/__pycache__/libs.cpython-39.pyc
deleted file mode 100644
index 78438d876afe86373b0d599b4ff1b0a829540587..0000000000000000000000000000000000000000
Binary files a/Background_Removal_and_Change/__pycache__/libs.cpython-39.pyc and /dev/null differ
diff --git a/Background_Removal_and_Change/__pycache__/metrics.cpython-310.pyc b/Background_Removal_and_Change/__pycache__/metrics.cpython-310.pyc
deleted file mode 100644
index a62e41d1fbea75540a496d721d9a8aa775ab49f4..0000000000000000000000000000000000000000
Binary files a/Background_Removal_and_Change/__pycache__/metrics.cpython-310.pyc and /dev/null differ
diff --git a/Background_Removal_and_Change/__pycache__/metrics.cpython-38.pyc b/Background_Removal_and_Change/__pycache__/metrics.cpython-38.pyc
deleted file mode 100644
index 14532650679e5fa68779a59aeab18d484b12e8a1..0000000000000000000000000000000000000000
Binary files a/Background_Removal_and_Change/__pycache__/metrics.cpython-38.pyc and /dev/null differ
diff --git a/Background_Removal_and_Change/__pycache__/metrics.cpython-39.pyc b/Background_Removal_and_Change/__pycache__/metrics.cpython-39.pyc
deleted file mode 100644
index bd9ad883acd7a18040c240dfbfa821c5761d63f4..0000000000000000000000000000000000000000
Binary files a/Background_Removal_and_Change/__pycache__/metrics.cpython-39.pyc and /dev/null differ
diff --git a/Background_Removal_and_Change/__pycache__/utils_func.cpython-38.pyc b/Background_Removal_and_Change/__pycache__/utils_func.cpython-38.pyc
deleted file mode 100644
index 964f220e38a12b8abbba5b4a13cd34949f83f2ac..0000000000000000000000000000000000000000
Binary files a/Background_Removal_and_Change/__pycache__/utils_func.cpython-38.pyc and /dev/null differ
diff --git a/Background_Removal_and_Change/__pycache__/utils_func.cpython-39.pyc b/Background_Removal_and_Change/__pycache__/utils_func.cpython-39.pyc
deleted file mode 100644
index 4be094aa3d23f26c178068ec62833b2522cb991a..0000000000000000000000000000000000000000
Binary files a/Background_Removal_and_Change/__pycache__/utils_func.cpython-39.pyc and /dev/null differ
diff --git a/Background_Removal_and_Change/app.py b/Background_Removal_and_Change/app.py
deleted file mode 100644
index c21d823242778c253aa05c980f195392eb558531..0000000000000000000000000000000000000000
--- a/Background_Removal_and_Change/app.py
+++ /dev/null
@@ -1,94 +0,0 @@
-from libs import *
-from utils_func import create_dir, main_processing
-
-
-
-create_dir("tempDir")
-
-
-def load_image(image_file):
- img = Image.open(image_file)
- return img
-
-
-def streamlit_app():
- detection_model_path = "weight_files/clothes_detection_model.pt"
- background_model_path = "weight_files/model.h5"
- save_path = ""
- image_file = None
- st.title("""WELCOME TO MY APP""")
- st.subheader("""FOR BACKGROUND REMOVAL AND CHANGE!""")
- col1 = None
- col2 = None
- final_img = None
- with st.spinner("[UPLOAD] Image uploading"):
- try:
- image_file = st.file_uploader('[UPLOAD] Please upload your image:', type=["png", "jpg", "jpeg"])
- time.sleep(1)
- except:
- print("[ERROR] Sorry, something went wrong!")
- pass
- # print(type(image_file))
-
- if image_file is not None:
- st.success("Load image successfully!...")
- image = load_image(image_file)
- # print(type(image))
- col1, col2, col3 = st.columns(3)
- with col1:
- st.image(image, caption="Image before processing")
- save_path = "tempDir/"+ image_file.name
- image.save(save_path)
-
-
- image_path, details = save_path, image_file
-
- if details is not None:
- with col2:
- with st.spinner("[PROCESSING] Image processing"):
- final_img_path = main_processing(col1, col2, col3, sport_bg_path=stadium_sport_bg_path, swim_bg_path=beach_swim_bg_path,
- office_bg_path=office_bg_path, img_path=image_path, name=details.name,
- detection_model_path=detection_model_path,
- background_model_path=background_model_path)
- time.sleep(1)
-
- with col1:
- if final_img_path is not None:
- final_img = load_image(final_img_path)
- st.image(final_img, caption="Image after processing")
- st.balloons()
- with col2:
- with open(final_img_path, "rb") as file:
- st.write('\n')
- st.write('\n')
- st.write('\n')
- st.write('\n')
- st.write('\n')
-
- file_name = save_path.split("/")[-1].split(".")[-2] +"_from_abc" + ".png"
-
- if st.download_button(
- label="Download postprocessing image",
- data=file,
- file_name= file_name,
- mime="image/png"
- ):
- st.success('[DOWNLOAD] Download sucessfully!')
-
-
-
-if __name__ == '__main__':
- np.random.seed(42)
- tf.random.set_seed(42)
-
- bg_path = ""
- background_model_path = "weight_files/model.h5"
- detection_model_path = "weight_files/clothes_detection_model.pt"
-
- stadium_sport_bg_path = "backgrounds/camnou_stadium.jpg"
- beach_swim_bg_path = "backgrounds/beach.jpg"
- office_bg_path = "backgrounds/office-bg.jpg"
-
- image_path = None
-
- streamlit_app()
diff --git a/Background_Removal_and_Change/backgrounds/beach.jpg b/Background_Removal_and_Change/backgrounds/beach.jpg
deleted file mode 100644
index 07de4aee643e3c4506bacf55c5f31b5a0afada3f..0000000000000000000000000000000000000000
Binary files a/Background_Removal_and_Change/backgrounds/beach.jpg and /dev/null differ
diff --git a/Background_Removal_and_Change/backgrounds/camnou_stadium.jpg b/Background_Removal_and_Change/backgrounds/camnou_stadium.jpg
deleted file mode 100644
index c9e16cc104ede301a8db6ef552b3d1acaf03dcc2..0000000000000000000000000000000000000000
Binary files a/Background_Removal_and_Change/backgrounds/camnou_stadium.jpg and /dev/null differ
diff --git a/Background_Removal_and_Change/backgrounds/office-bg.jpg b/Background_Removal_and_Change/backgrounds/office-bg.jpg
deleted file mode 100644
index f03c130f04934d00e696143174bf01bc6abaf937..0000000000000000000000000000000000000000
Binary files a/Background_Removal_and_Change/backgrounds/office-bg.jpg and /dev/null differ
diff --git a/Background_Removal_and_Change/images/img8.jpg b/Background_Removal_and_Change/images/img8.jpg
deleted file mode 100644
index 666d2e753e412a66804d41f6ec07f26f118820cb..0000000000000000000000000000000000000000
Binary files a/Background_Removal_and_Change/images/img8.jpg and /dev/null differ
diff --git a/Background_Removal_and_Change/images/messi.jpg b/Background_Removal_and_Change/images/messi.jpg
deleted file mode 100644
index 85bfba127ee96824cb74b40917dae28093d1e69f..0000000000000000000000000000000000000000
Binary files a/Background_Removal_and_Change/images/messi.jpg and /dev/null differ
diff --git a/Background_Removal_and_Change/images/office.jpg b/Background_Removal_and_Change/images/office.jpg
deleted file mode 100644
index c4683efef08283c38e6ca8f2dd4ef2fca7425631..0000000000000000000000000000000000000000
Binary files a/Background_Removal_and_Change/images/office.jpg and /dev/null differ
diff --git a/Background_Removal_and_Change/libs.py b/Background_Removal_and_Change/libs.py
deleted file mode 100644
index 0bcb0f9c02c2914c336bac33c3058d6577c73f85..0000000000000000000000000000000000000000
--- a/Background_Removal_and_Change/libs.py
+++ /dev/null
@@ -1,10 +0,0 @@
-import torch
-import json
-import os
-import numpy as np
-import cv2
-import tensorflow as tf
-import streamlit as st
-import time
-from PIL import Image
-from tensorflow.keras.utils import CustomObjectScope
diff --git a/Background_Removal_and_Change/metrics.py b/Background_Removal_and_Change/metrics.py
deleted file mode 100644
index b3e5d3d3557a15661934e1c109c9baa2d7e57503..0000000000000000000000000000000000000000
--- a/Background_Removal_and_Change/metrics.py
+++ /dev/null
@@ -1,25 +0,0 @@
-from libs import *
-
-smooth = 1e-15
-
-
-def iou(y_true, y_pred):
- def f(y_true, y_pred):
- intersection = (y_true * y_pred).sum()
- union = y_true.sum() + y_pred.sum() - intersection
- x = (intersection + 1e-15) / (union + 1e-15)
- x = x.astype(np.float32)
- return x
- return tf.numpy_function(f, [y_true, y_pred], tf.float32)
-
-
-
-def dice_coef(y_true, y_pred):
- y_true = tf.keras.layers.Flatten()(y_true)
- y_pred = tf.keras.layers.Flatten()(y_pred)
- intersection = tf.reduce_sum(y_true * y_pred)
- return (2. * intersection + smooth) / (tf.reduce_sum(y_true) + tf.reduce_sum(y_pred) + smooth)
-
-
-def dice_loss(y_true, y_pred):
- return 1.0 - dice_coef(y_true, y_pred)
diff --git a/Background_Removal_and_Change/remove_bg/R.jpg_1.png b/Background_Removal_and_Change/remove_bg/R.jpg_1.png
deleted file mode 100644
index 97ab4bc5404d2e349885717b218818f600543d5b..0000000000000000000000000000000000000000
Binary files a/Background_Removal_and_Change/remove_bg/R.jpg_1.png and /dev/null differ
diff --git a/Background_Removal_and_Change/remove_bg/R.jpg_2.png b/Background_Removal_and_Change/remove_bg/R.jpg_2.png
deleted file mode 100644
index c703e718f35776a27c27d97d9c19a86784d6ed49..0000000000000000000000000000000000000000
Binary files a/Background_Removal_and_Change/remove_bg/R.jpg_2.png and /dev/null differ
diff --git a/Background_Removal_and_Change/remove_bg/R.jpg_3.png b/Background_Removal_and_Change/remove_bg/R.jpg_3.png
deleted file mode 100644
index 198deff89f97e2a03c1d65f726f368f892d3cb4d..0000000000000000000000000000000000000000
Binary files a/Background_Removal_and_Change/remove_bg/R.jpg_3.png and /dev/null differ
diff --git a/Background_Removal_and_Change/remove_bg/R.jpg_4.png b/Background_Removal_and_Change/remove_bg/R.jpg_4.png
deleted file mode 100644
index a4146d9b0ea8b63f658cd810b4d0fd314a428864..0000000000000000000000000000000000000000
Binary files a/Background_Removal_and_Change/remove_bg/R.jpg_4.png and /dev/null differ
diff --git a/Background_Removal_and_Change/remove_bg/R.jpg_5.png b/Background_Removal_and_Change/remove_bg/R.jpg_5.png
deleted file mode 100644
index b5312f1719f03f393c562ab801b38b5684f1118a..0000000000000000000000000000000000000000
Binary files a/Background_Removal_and_Change/remove_bg/R.jpg_5.png and /dev/null differ
diff --git a/Background_Removal_and_Change/remove_bg/R.jpg_6.png b/Background_Removal_and_Change/remove_bg/R.jpg_6.png
deleted file mode 100644
index 28e03628fe353d6f2a7ad9058194fe79e06cba8a..0000000000000000000000000000000000000000
Binary files a/Background_Removal_and_Change/remove_bg/R.jpg_6.png and /dev/null differ
diff --git a/Background_Removal_and_Change/remove_bg/beach.jpg_1.png b/Background_Removal_and_Change/remove_bg/beach.jpg_1.png
deleted file mode 100644
index eb4338c0b71f582952eef2cb6be5277cc97d043a..0000000000000000000000000000000000000000
Binary files a/Background_Removal_and_Change/remove_bg/beach.jpg_1.png and /dev/null differ
diff --git a/Background_Removal_and_Change/remove_bg/beach.jpg_2.png b/Background_Removal_and_Change/remove_bg/beach.jpg_2.png
deleted file mode 100644
index 29c6c2992fc0fd218773be79703a29fd46ba966f..0000000000000000000000000000000000000000
Binary files a/Background_Removal_and_Change/remove_bg/beach.jpg_2.png and /dev/null differ
diff --git a/Background_Removal_and_Change/remove_bg/beach.jpg_3.png b/Background_Removal_and_Change/remove_bg/beach.jpg_3.png
deleted file mode 100644
index a6ba9076ba534e5e545235bd53827ae1bb9be760..0000000000000000000000000000000000000000
Binary files a/Background_Removal_and_Change/remove_bg/beach.jpg_3.png and /dev/null differ
diff --git a/Background_Removal_and_Change/remove_bg/beach.jpg_4.png b/Background_Removal_and_Change/remove_bg/beach.jpg_4.png
deleted file mode 100644
index cb7bb46b2db57098304aa914f3c3906f074d5e20..0000000000000000000000000000000000000000
Binary files a/Background_Removal_and_Change/remove_bg/beach.jpg_4.png and /dev/null differ
diff --git a/Background_Removal_and_Change/remove_bg/beach.jpg_5.png b/Background_Removal_and_Change/remove_bg/beach.jpg_5.png
deleted file mode 100644
index 040d00faf4353918f382fd05fda7f4e1066f1595..0000000000000000000000000000000000000000
Binary files a/Background_Removal_and_Change/remove_bg/beach.jpg_5.png and /dev/null differ
diff --git a/Background_Removal_and_Change/remove_bg/beach.jpg_6.png b/Background_Removal_and_Change/remove_bg/beach.jpg_6.png
deleted file mode 100644
index 2fd83803c5cc60f486e623a8f75e043596c95eb8..0000000000000000000000000000000000000000
Binary files a/Background_Removal_and_Change/remove_bg/beach.jpg_6.png and /dev/null differ
diff --git a/Background_Removal_and_Change/remove_bg/messi.jpg_1.png b/Background_Removal_and_Change/remove_bg/messi.jpg_1.png
deleted file mode 100644
index c9340586188e77249958083c8450f971e4fc4c2e..0000000000000000000000000000000000000000
Binary files a/Background_Removal_and_Change/remove_bg/messi.jpg_1.png and /dev/null differ
diff --git a/Background_Removal_and_Change/remove_bg/messi.jpg_2.png b/Background_Removal_and_Change/remove_bg/messi.jpg_2.png
deleted file mode 100644
index 1ac489e4fffa26d45fae1647f934c1d55bb5a762..0000000000000000000000000000000000000000
Binary files a/Background_Removal_and_Change/remove_bg/messi.jpg_2.png and /dev/null differ
diff --git a/Background_Removal_and_Change/remove_bg/messi.jpg_3.png b/Background_Removal_and_Change/remove_bg/messi.jpg_3.png
deleted file mode 100644
index fb5485f07f8261994c1c5560c9fa7770fafb4985..0000000000000000000000000000000000000000
Binary files a/Background_Removal_and_Change/remove_bg/messi.jpg_3.png and /dev/null differ
diff --git a/Background_Removal_and_Change/remove_bg/messi.jpg_4.png b/Background_Removal_and_Change/remove_bg/messi.jpg_4.png
deleted file mode 100644
index 36c19f39b1775643a3b0ed19f05a1387258a80cf..0000000000000000000000000000000000000000
--- a/Background_Removal_and_Change/remove_bg/messi.jpg_4.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:377ef7b1443a9573bfef12b9dddb90d7345eebb7fd58e440a4340ab6481df09e
-size 2057239
diff --git a/Background_Removal_and_Change/remove_bg/messi.jpg_5.png b/Background_Removal_and_Change/remove_bg/messi.jpg_5.png
deleted file mode 100644
index bc2d512599e6fca4808378158a9cf831a0951a4f..0000000000000000000000000000000000000000
--- a/Background_Removal_and_Change/remove_bg/messi.jpg_5.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:652ab3fd4a66cc60a4d4fe234613a480939713e2487d6d3caac2497e9807de4c
-size 1096458
diff --git a/Background_Removal_and_Change/remove_bg/messi.jpg_6.png b/Background_Removal_and_Change/remove_bg/messi.jpg_6.png
deleted file mode 100644
index e212f7a2496c6bb3448d32ee81d6a631b3979eb5..0000000000000000000000000000000000000000
--- a/Background_Removal_and_Change/remove_bg/messi.jpg_6.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:d954f831634ff0fe2f22b9ea01fe98dad8891858da42b3e285bd80f1a9b6dc93
-size 1587906
diff --git a/Background_Removal_and_Change/requirements.txt b/Background_Removal_and_Change/requirements.txt
deleted file mode 100644
index 3ef8e00426b9cfe51c13e78fac2912794d3b6b0d..0000000000000000000000000000000000000000
Binary files a/Background_Removal_and_Change/requirements.txt and /dev/null differ
diff --git a/Background_Removal_and_Change/setup.sh b/Background_Removal_and_Change/setup.sh
deleted file mode 100644
index c8650a8b74a58d9a5f53b185fd711c5668e1cd52..0000000000000000000000000000000000000000
--- a/Background_Removal_and_Change/setup.sh
+++ /dev/null
@@ -1,13 +0,0 @@
-mkdir -p ~/.streamlit/
-
-echo "\
-[general]\n\
-email = \"your-email@domain.com\"\n\
-" > ~/.streamlit/credentials.toml
-
-echo "\
-[server]\n\
-headless = true\n\
-enableCORS=false\n\
-port = $PORT\n\
-" > ~/.streamlit/config.toml
\ No newline at end of file
diff --git a/Background_Removal_and_Change/tempDir/R.jpg b/Background_Removal_and_Change/tempDir/R.jpg
deleted file mode 100644
index 24a288d27be9d47ae60094d25cff8d026f664b55..0000000000000000000000000000000000000000
Binary files a/Background_Removal_and_Change/tempDir/R.jpg and /dev/null differ
diff --git a/Background_Removal_and_Change/tempDir/beach.jpg b/Background_Removal_and_Change/tempDir/beach.jpg
deleted file mode 100644
index 07de4aee643e3c4506bacf55c5f31b5a0afada3f..0000000000000000000000000000000000000000
Binary files a/Background_Removal_and_Change/tempDir/beach.jpg and /dev/null differ
diff --git a/Background_Removal_and_Change/tempDir/messi.jpg b/Background_Removal_and_Change/tempDir/messi.jpg
deleted file mode 100644
index 4681edd28b936c40d91afe1d1228b05cf91ebc87..0000000000000000000000000000000000000000
Binary files a/Background_Removal_and_Change/tempDir/messi.jpg and /dev/null differ
diff --git a/Background_Removal_and_Change/utils_func.py b/Background_Removal_and_Change/utils_func.py
deleted file mode 100644
index 9ade11b9be1df83a1860075bc4c7d4ea9903299b..0000000000000000000000000000000000000000
--- a/Background_Removal_and_Change/utils_func.py
+++ /dev/null
@@ -1,205 +0,0 @@
-from metrics import dice_loss, dice_coef, iou
-from libs import *
-
-
-os.environ["TF_CPP_MIN_LOG_LEVEL"] = "2"
-
-""" Global parameters """
-H = 512
-W = 512
-
-
-def load_image(image_file):
- img = Image.open(image_file)
- return img
-
-
-def choose_background(col1, col2, col3):
- background_file = None
- bg_image = None
- with col3:
- with st.spinner("[UPLOAD] Background uploading"):
- try:
- if background_file is None:
- try:
- background_file = st.file_uploader('[UPLOAD] Please upload your background:', type=["png", "jpg", "jpeg"])
- time.sleep(1)
- except:
- pass
- except:
- print("[ERROR] Sorry, something went wrong!")
- pass
-
- if background_file is not None:
- with col2:
- st.success("Load background successfully!...")
-
- bg_image = load_image(background_file)
- print(type(bg_image))
- save_path = "backgrounds/" + background_file.name
- bg_image.save(save_path)
-
- return bg_image, save_path
-
-
-def create_dir(path):
- if not os.path.exists(path):
- os.makedirs(path)
-
-
-def check_clothe(model_path, img_path):
- # Model
- model = torch.hub.load('ultralytics/yolov5', 'custom', model_path) # or yolov5n - yolov5x6, custom
-
- # Inference
- results = model(img_path)
-
- # Results
- new_results = results.pandas().xyxy[0].sort_values("confidence").to_json(orient="records")
- new_results = json.loads(new_results)
-
- classes_in_img = []
- classes_count_dict = {}
- item = ''
- if len(new_results) != 0:
- for i in range(len(new_results)):
- classes_in_img.append(new_results[i]['name'])
- set_of_classes = set(classes_in_img)
- list_of_classes = list(set_of_classes)
-
- older_value_count = 0
- for idx in range(len(list_of_classes)):
- value_count = classes_in_img.count(list_of_classes[idx])
- if value_count > older_value_count:
- item = list_of_classes[idx]
-
- else:
- item = None
-
- return item
-
-
-
-def main_processing(col1, col2, col3, sport_bg_path, swim_bg_path, office_bg_path, img_path, name, detection_model_path, background_model_path):
- """ Seeding """
- bg_path = None
- np.random.seed(42)
- tf.random.set_seed(42)
-
- model_path = detection_model_path
-
- stadium_sport_bg_path = sport_bg_path
- beach_swim_bg_path = swim_bg_path
- office_bg_path = office_bg_path
-
- """ Directory for storing files """
- create_dir("remove_bg")
-
- st.write('Auto detect or choosing background? ')
-
- if bg_path is None:
- if st.checkbox('Choose background'):
- try:
- bg_img, save_path = choose_background(col1, col2, col3)
- bg_path = save_path
- except:
- pass
-
- """ Directory for storing files """
- elif st.checkbox('Automatic background'):
- item = check_clothe(model_path, img_path)
- if item == 'sport':
- bg_path = stadium_sport_bg_path
- st.write("Hãy tiếp tục luyện tập TDTT chăm chỉ nhé!...")
- if item == 'swim':
- bg_path = beach_swim_bg_path
- st.write("Thời tiết thế này không đi biển hơi phí nhé!...")
- if item == 'office':
- bg_path = office_bg_path
- st.write("Chơi nhiều roài, đi làm chăm chỉ thuii...")
- if item == None:
- st.warning("Sorry, mô hình chúng tôi không biết bạn đang mặc cái quái gì hết...")
- st.warning("Chọn background bạn muốn nhé!")
- try:
- background_img, save_path = choose_background(col1, col2, col3)
- bg_path = save_path
- except:
- pass
-
- else:
- pass
-
- else:
- pass
-
- if bg_path is not None:
- """ Loading model: DeepLabV3+ """
- with CustomObjectScope({'iou': iou, 'dice_coef': dice_coef, 'dice_loss': dice_loss}):
- model = tf.keras.models.load_model(background_model_path)
-
- """ Read the image """
- image = cv2.imread(img_path, cv2.IMREAD_COLOR)
- h, w, _ = image.shape
- x = cv2.resize(image, (W, H))
- x = x / 255.0
- x = x.astype(np.float32)
- x = np.expand_dims(x, axis=0)
-
- """ Prediction """
- y = model.predict(x)[0]
- y = cv2.resize(y, (w, h))
- y = np.expand_dims(y, axis=-1)
- y = y > 0.5
-
- photo_mask = y
- background_mask = np.abs(1 - y)
- cv2.imwrite(
- f"remove_bg\\{name}_1.png",
- photo_mask * 255)
- cv2.imwrite(
- f"remove_bg\\{name}_2.png",
- background_mask * 255)
-
- cv2.imwrite(
- f"remove_bg\\{name}_3.png",
- image * photo_mask)
- cv2.imwrite(
- f"remove_bg\\{name}_4.png",
- image * background_mask)
-
- bg_img = cv2.imread(bg_path, cv2.IMREAD_COLOR)
- print(bg_img.shape)
- new_bg_img = cv2.resize(bg_img, (w, h))
-
- new_new_bg_img = new_bg_img * background_mask
-
- cv2.imwrite(
- f"remove_bg\\{name}_5.png",
- new_new_bg_img)
-
- final_final_img = new_new_bg_img + image * photo_mask
-
- final_img_path = f"remove_bg\\{name}_6.png"
- cv2.imwrite(
- final_img_path,
- final_final_img)
-
- return final_img_path
-
-
-# if __name__ == '__main__':
-# """ Seeding """
-# np.random.seed(42)
-# tf.random.set_seed(42)
-#
-# bg_path = ""
-# background_model_path = "weight_files\\model.h5"
-# detection_model_path = "weight_files\\clothes_detection_model.pt"
-#
-# stadium_sport_bg_path = "backgrounds\\camnou_stadium.jpg"
-# beach_swim_bg_path = "backgrounds\\beach.jpg"
-# office_bg_path = "backgrounds\\office-bg.jpg"
-#
-# img_path = "images\\truong-van-bang-10163832.jpg"
-#
-# main(sport_bg_path=stadium_sport_bg_path, swim_bg_path=beach_swim_bg_path, office_bg_path=office_bg_path, name="a", img_path=img_path, detection_model_path=detection_model_path, background_model_path=background_model_path)
\ No newline at end of file
diff --git a/Background_Removal_and_Change/weight_files/clothes_detection_model.pt b/Background_Removal_and_Change/weight_files/clothes_detection_model.pt
deleted file mode 100644
index 5c88c7b8d727b3c3733826d3b563b7e06b582bc4..0000000000000000000000000000000000000000
--- a/Background_Removal_and_Change/weight_files/clothes_detection_model.pt
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:2a66f97acde7f676689cf65dd11175becebc2c35167bdbe47d0e610283eaa605
-size 173184733
diff --git a/Background_Removal_and_Change/weight_files/model.h5 b/Background_Removal_and_Change/weight_files/model.h5
deleted file mode 100644
index 3b69efe2c9587edc236e706771089f582d1e147d..0000000000000000000000000000000000000000
--- a/Background_Removal_and_Change/weight_files/model.h5
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:60a1b798e58cd022f78e891e94fa1b1dcbd84ca9d574d43ecfe50b678a31c6d1
-size 215146600