Docs: Update README and remove update diary

- Update project structure to reflect current codebase
- Add Custom Model feature description
- Remove update_diary.md

README.md

@@ -31,66 +31,64 @@ python main.py
 ## 專案架構
 ```
 project/
-|- main.py
+├── main.py                     # Application entry point
-|- src/
+├── src/
-   |- config.py
+│   ├── config.py               # Global configuration and constants
-   |- controllers/
+│   ├── controllers/
-      |- device_controllers.py
+│   │   ├── device_controller.py    # Device connection management
-      |- model_controllers.py
+│   │   ├── inference_controller.py # AI inference control
-   |- views/
+│   │   └── media_controller.py     # Camera and media operations
-      |- mainwindow.py  # 主視窗邏輯
+│   ├── models/
-   |- utils/
+│   │   ├── inference_worker.py     # Standard inference worker thread
-      |- file_utils.py  # 文件工具
+│   │   ├── custom_inference_worker.py # Custom model inference worker
-      |- image_utils.py # 圖像工具
+│   │   └── video_thread.py         # Video capture thread
-   |- services/
+│   ├── views/
-      |- device_service.py # 設備服務
+│   │   ├── mainWindows.py          # Main application window
-      |- model_service.py  # 模型服務
+│   │   ├── selection_screen.py     # App selection screen
-|- models/
+│   │   ├── login_screen.py         # Login screen
-|- uxui/
+│   │   ├── utilities_screen.py     # Device utilities screen
-|- tests/
+│   │   └── components/
-   |- unit/
+│   │       ├── canvas_area.py      # Video display canvas
-   |- integration/
+│   │       ├── custom_model_block.py # Custom model upload UI
+│   │       ├── device_list.py      # Device list component
+│   │       ├── device_popup.py     # Device connection popup
+│   │       ├── media_panel.py      # Media control buttons
+│   │       └── toolbox.py          # AI toolbox component
+│   ├── services/
+│   │   ├── device_service.py       # Device scanning service
+│   │   ├── file_service.py         # File upload service
+│   │   └── script_service.py       # Script execution service
+│   └── utils/
+│       ├── config_utils.py         # Configuration utilities
+│       └── image_utils.py          # Image conversion utilities
+├── uxui/                       # UI assets (icons, images)
+└── tests/
+    ├── unit/
+    └── integration/
 ```
+
+### Data Directories (in %LOCALAPPDATA%/Kneron_Academy/)
 ```
-upload/
+upload/                         # Uploaded photos, videos, or audio files
-    └── photos, videos, or mp3 files
 utils/
-    ├── config.json
+    ├── config.json             # Global plugin configuration
-    ├── REAMDE.md
+    └── {mode}/
-    │── mode1/
+        └── {model}/
-    │   ├── model1/
+            ├── script.py       # Inference script
-    │   │   ├── script.py
+            ├── config.json     # Model configuration
-    │   │   ├── model_file(s)
+            └── *.nef           # Model file(s)
-    │   │   └── config.json
+firmware/
-    │   └── model2/
+    └── {device}/
-    │       ├── script.py
-    │       ├── model_file(s)
-    │       └── config.json
-    └── mode2/
-        ├── model1/
-        │   ├── script.py
-        │   ├── model_file(s)
-        │   └── config.json
-        └── model2/
-            ├── script.py
-            ├── model_file(s)
-            └── config.json
-firmware\
-    ├── KLXXX/
-    │   ├── fw_scpu.bin
-    │   ├── fw_ncpu.bin
-    │   ├── VERSION
-    │   └── other files
-    └── KLXXX/
         ├── fw_scpu.bin
         ├── fw_ncpu.bin
-        ├── VERSION
+        └── VERSION
-        └── other files
 ```
+
 ## 功能概述
 
 - **Video 模式**：啟動相機持續捕捉影像，並將每一幀以 NumPy 陣列格式傳入推論模組進行即時推論。
 - **Image 模式**：使用者上傳圖片後，讀取圖片並將其以 NumPy 陣列格式放入推論佇列，僅進行一次推論。
+- **Custom Model**：使用者可上傳自己的 .nef 模型和 firmware 檔案進行推論。
 
 ---
 
@@ -135,6 +133,7 @@ firmware\
     "model": "src\\utils\\models\\fire_detection_520.nef"
 }
 ```
+
 ## APP 打包
 目前是使用 Pyinstaller 來進行打包的動作 可以根據以下的指令進行打包
 #### 下方的add-data需要根據你要包入的資料設定，最後一個則是需要把 kp 包進 exe 檔中，需要去 conda 的 env 資料夾中找對應的 kp\lib 資料夾
@@ -211,8 +210,8 @@ global config 範例如下
 }
 ```
 
-## bounding boxes 格式
+## Bounding Boxes 格式
-  ```
+```json
 {
   "num_boxes": 2,
   "bounding boxes": [[x1, y1, x2, y2], [x3, y3, x4, y4]],

update_diary.md

@@ -1,32 +0,0 @@
-### 0410
-1. 修改 repo 中的資料, 添加 .gitignore -> 0.5 hrs
-2. 準備資料 + 開會 meeting -> 2 hrs
-#### total: 2 hrs
----
-### 0411
-1. 解決 yolov5s 報錯: 將 input image 調整成 1500 * 1500 之後再把結果 mapping 回原先影像大小
-    ```
-    Error code: 22. Description: ApiReturnCode KP_ERROR_IMAGE_RESOLUTION_TOO_SMALL_22
-    ```
-
-2. 修正 yolov5s 的回傳資料以符合 bounding box 顯示的格式
-3. 添加 yolov5s classname mapping 機制
-4. 添加 mutiple bounding boxes 顯示
-    ```
-    {
-        "num_boxes": 2,
-        "bounding boxes": [[x1, y1, x2, y2], [x3, y3, x4, y4]],
-        "results": ["label1", "label2"]
-    }
-    ```
-5. 更新 README.md: 添加 bounding boxes 的 return value
-#### total: 3.5 hrs
-
-### 0415
-1. 尋找 Face detection and Face recognition's pretrained model
-#### total: 1 hrs
-
-### 0416
-1. 將 arcface's pth model 轉換成 onnx
-2. 修正 video inference return none 導致的 crash 
-#### total: 3 hrs