From dbe7acab897afbbb548cd7d37ae5b6c554f2b515 Mon Sep 17 00:00:00 2001
From: "github-classroom[bot]"
 <66690702+github-classroom[bot]@users.noreply.github.com>
Date: Tue, 14 Oct 2025 08:12:01 +0000
Subject: [PATCH 1/6] Setting up GitHub Classroom Feedback


From 447006daaad4ebfef032155c0e0ebe47ca881592 Mon Sep 17 00:00:00 2001
From: Jingwen_Wang <s5820023@bournemouth.ac.uk>
Date: Tue, 21 Oct 2025 10:34:53 +0100
Subject: [PATCH 2/6] added README.md

---
 README.md | 13 +++++++++++++
 1 file changed, 13 insertions(+)
 create mode 100644 README.md

diff --git a/README.md b/README.md
new file mode 100644
index 0000000..a7690bf
--- /dev/null
+++ b/README.md
@@ -0,0 +1,13 @@
+# s5820023 Jingwen Wang ML Project
+
+## Introduction
+
+For my project I would like to develop a ML tools to ...
+
+## Main approach
+
+...
+
+## key Datasets
+
+... 

From 89ef4ac22c36854305c26da70767cbb275a9a1f6 Mon Sep 17 00:00:00 2001
From: Jingwen_Wang <s5820023@bournemouth.ac.uk>
Date: Tue, 21 Oct 2025 10:40:39 +0100
Subject: [PATCH 3/6] added README.md

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index a7690bf..8513a9c 100644
--- a/README.md
+++ b/README.md
@@ -1,4 +1,4 @@
-# s5820023 Jingwen Wang ML Project
+# Jingwen Wang s5820023 ML Project
 
 ## Introduction
 

From 7fa85ad65feb66bd88a8d28753dc3f52695e678c Mon Sep 17 00:00:00 2001
From: Jingwen_Wang <s5820023@bournemouth.ac.uk>
Date: Tue, 21 Oct 2025 10:41:30 +0100
Subject: [PATCH 4/6] added README.md

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 8513a9c..d3f9629 100644
--- a/README.md
+++ b/README.md
@@ -10,4 +10,4 @@ For my project I would like to develop a ML tools to ...
 
 ## key Datasets
 
-... 
+...

From a9c63761342f94dc73d932c2d6786901596cddb3 Mon Sep 17 00:00:00 2001
From: JingwenWang27 <s5820023@bournemouth.ac.uk>
Date: Mon, 3 Nov 2025 01:28:14 +0000
Subject: [PATCH 5/6] Add project proposal for PBR material generation

---
 README.md | 20 +++++++++++++++-----
 1 file changed, 15 insertions(+), 5 deletions(-)

diff --git a/README.md b/README.md
index d3f9629..4f05b0c 100644
--- a/README.md
+++ b/README.md
@@ -2,12 +2,22 @@
 
 ## Introduction
 
-For my project I would like to develop a ML tools to ...
+This project aims to develop a machine learning tool that generates PBR material maps from single photographs, addressing the lighting contamination issue in existing scanned material libraries. The focus will be on a single material category, with the first stage targeting either extracting base color by removing lighting effects, or implementing photo super-resolution.
 
-## Main approach
+## Main Approach
 
-...
+**Option 1:** Pixel classification - classify pixels into diffuse, specular highlight, and shadow regions to extract base color
 
-## key Datasets
+**Option 2:** Super-resolution - upscale low-resolution photos to 2K/4K quality
 
-...
+Feedback needed on which approach is more suitable for the first stage.
+
+## Key Datasets
+
+- Segmentation: UCI Image Segmentation Dataset
+- Super-resolution: DIV2K, Urban100
+
+## Reading Material
+
+- Minaee, Shervin, et al. Image Segmentation Using Deep Learning: A Survey. arXiv, 2020.
+- Wang, Zhihao, et al. Deep Learning for Image Super-Resolution: A Survey. arXiv, 2020.
\ No newline at end of file

From ac716ba3af3b5249d42b6257390d6204f121d777 Mon Sep 17 00:00:00 2001
From: Jingwen_Wang <s5820023@bournemouth.ac.uk>
Date: Fri, 19 Dec 2025 04:06:33 +0000
Subject: [PATCH 6/6] Setup environment and libraries

---
 notebooks/01_Project_Design.ipynb | 46 +++++++++++++++++++++++++++++++
 requirements.txt                  |  7 +++++
 2 files changed, 53 insertions(+)
 create mode 100644 notebooks/01_Project_Design.ipynb
 create mode 100644 requirements.txt

diff --git a/notebooks/01_Project_Design.ipynb b/notebooks/01_Project_Design.ipynb
new file mode 100644
index 0000000..1529ba5
--- /dev/null
+++ b/notebooks/01_Project_Design.ipynb
@@ -0,0 +1,46 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "bb2fe1ff",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import torch\n",
+    "import torchvision\n",
+    "import matplotlib.pyplot as plt\n",
+    "from PIL import Image"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "9574da48",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "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": "3.9.21"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/requirements.txt b/requirements.txt
new file mode 100644
index 0000000..f9d20d2
--- /dev/null
+++ b/requirements.txt
@@ -0,0 +1,7 @@
+torch
+torchvision
+matplotlib
+jupyter
+numpy
+Pillow
+scikit-learn