LightSpeed

Car Damage Detection System using AI

Project Details

Team ID	86513
Project Title	Car Damage Detection System
College Name	L. D. COLLEGE OF ENGINEERING, AHMEDABAD
Department	BE - Computer Engineering
Year	2020
Keyword	Artificial Intelligence, Machine Learning, Deep Learning, Image Processing, Damaged Car Detection, Insurance Claiming
Internal Guide	Prof. Pragnesh Patel

Team Details

• Mehta Bhavy
• Shah Keval
• Shah Het
• Shah Nigam
• Tamboli Rushabh

Project Demo Video

https://youtu.be/B4H_FjYRPqg

How to run?

1. Clone this repository.

2. Create conda/pip vitrual environment with requirements.txt file.

   • Required module versions are listed in that same file of you want to install manually. Earlier or later versions may not work.

3. Unzip model.zip in the directory LightSpeed\CDD\static\model.

   • Your directory should look like this:

      LightSpeed\CDD\static\model
      │   car.h5
      │   door.h5
      │   front.h5
      │   hood.h5
      │   rear.h5
      │   side.h5
      │   window.h5
      │   winshield.h5
      │
      └───bumper
      	│   saved_model.pb
      	│
      	├───assets
      	└───variables
      		│   variables.data-00000-of-00002
      		│   variables.data-00001-of-00002
      		│   variables.index
      		│
      		└───variables_temp_ea0f68758ae940398f50e26c2f256b68
     

     • Delete model.zip.001-015 files after successfully extracting model files.

4. Create empty folders as shown below

   LightSpeed\CDD\static\upload
    		├───coldstorage
    		│   ├───front
    		│   ├───left
    		│   ├───rear
    		│   └───right
    		└───predict
    			├───front
    			│   └───a
    			├───left
    			│   └───a
    			├───rear
    			│   └───a
    			└───right
    			    └───a
   

   • Make sure to create folders, otherwise program will throw errors.

5. Now change directory to root folder LightSpeed and execute python manage.py runserver

6. Open http://127.0.0.1:8000 in your browser.

7. Login or signup and upload your own car images or upload from given test image set from LightSpeed\CDD\static\upload\test folder.