louisyuzhe / car-damage-detector

Mask R-CNN Model to detect the area of damage on a car. The rationale for such a model is that it can be used by insurance companies for faster processing of claims if users can upload pics and they can assess damage from them. This model can also be used by lenders if they are underwriting a car loan especially for a used car.

Hi there 👋

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car-damage-detector's Issues

If you don't mind, can i get your model?

I want to test your model for check the performance of mask-rcnn. If you see my comment, plz send me email to [email protected] .
thank you!

ModuleNotFoundError: No module named 'numpy'

Hi,
I'm trying to run your project on the mac.
After pip3 install -r requirements.txt
I got ModuleNotFoundError: No module named 'numpy'

I checked the numpy installed.
Did you meet this problem before? Any ideas?

The full log:
user@Users-MBP car-damage-detector % pip3 install -r requirements.txt
Requirement already satisfied: numpy in /Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages (from -r requirements.txt (line 1)) (1.25.1)
Collecting scipy (from -r requirements.txt (line 2))
Obtaining dependency information for scipy from https://files.pythonhosted.org/packages/c7/09/c07278f3c75018f80288032b09acd76aa4c2056cdb7fa9b0a145bac6b06b/scipy-1.11.1-cp311-cp311-macosx_10_9_x86_64.whl.metadata
Using cached scipy-1.11.1-cp311-cp311-macosx_10_9_x86_64.whl.metadata (54 kB)
Collecting Pillow (from -r requirements.txt (line 3))
Obtaining dependency information for Pillow from https://files.pythonhosted.org/packages/7a/54/f6a14d95cba8ff082c550d836c9e5c23f1641d2ac291c23efe0494219b8c/Pillow-10.0.0-cp311-cp311-macosx_10_10_x86_64.whl.metadata
Using cached Pillow-10.0.0-cp311-cp311-macosx_10_10_x86_64.whl.metadata (9.5 kB)
Collecting cython (from -r requirements.txt (line 4))
Obtaining dependency information for cython from https://files.pythonhosted.org/packages/8f/c8/49c446320661cb335c593b25c7b64e6844dde33dd0da7d625d7099790637/Cython-3.0.0-cp311-cp311-macosx_10_9_x86_64.whl.metadata
Using cached Cython-3.0.0-cp311-cp311-macosx_10_9_x86_64.whl.metadata (3.1 kB)
Collecting matplotlib (from -r requirements.txt (line 5))
Obtaining dependency information for matplotlib from https://files.pythonhosted.org/packages/7e/2c/1e25437f4419f2828bbd213be42c8fd23a3b795c5c4bb776987d177fc615/matplotlib-3.7.2-cp311-cp311-macosx_10_12_x86_64.whl.metadata
Using cached matplotlib-3.7.2-cp311-cp311-macosx_10_12_x86_64.whl.metadata (5.6 kB)
Collecting scikit-image (from -r requirements.txt (line 6))
Obtaining dependency information for scikit-image from https://files.pythonhosted.org/packages/08/53/f28cfb52248665b42db7e45a36ffc3a304fef46b308e5065fe2046e78daf/scikit_image-0.21.0-cp311-cp311-macosx_10_9_x86_64.whl.metadata
Using cached scikit_image-0.21.0-cp311-cp311-macosx_10_9_x86_64.whl.metadata (14 kB)
Using cached scikit-image-0.16.2.tar.gz (28.9 MB)
Installing build dependencies ... done
Getting requirements to build wheel ... error
error: subprocess-exited-with-error

× Getting requirements to build wheel did not run successfully.
│ exit code: 1
╰─> [22 lines of output]
Traceback (most recent call last):
File "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/pip/_vendor/pyproject_hooks/_in_process/_in_process.py", line 353, in
main()
File "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/pip/_vendor/pyproject_hooks/_in_process/_in_process.py", line 335, in main
json_out['return_val'] = hook(**hook_input['kwargs'])
^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/Library/Frameworks/Python.framework/Versions/3.11/lib/python3.11/site-packages/pip/_vendor/pyproject_hooks/_in_process/_in_process.py", line 118, in get_requires_for_build_wheel
return hook(config_settings)
^^^^^^^^^^^^^^^^^^^^^
File "/private/var/folders/16/_jltgn491kzg85vj913wr4cm0000gn/T/pip-build-env-r08y3b2j/overlay/lib/python3.11/site-packages/setuptools/build_meta.py", line 341, in get_requires_for_build_wheel
return self._get_build_requires(config_settings, requirements=['wheel'])
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/private/var/folders/16/_jltgn491kzg85vj913wr4cm0000gn/T/pip-build-env-r08y3b2j/overlay/lib/python3.11/site-packages/setuptools/build_meta.py", line 323, in _get_build_requires
self.run_setup()
File "/private/var/folders/16/_jltgn491kzg85vj913wr4cm0000gn/T/pip-build-env-r08y3b2j/overlay/lib/python3.11/site-packages/setuptools/build_meta.py", line 488, in run_setup
self).run_setup(setup_script=setup_script)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/private/var/folders/16/_jltgn491kzg85vj913wr4cm0000gn/T/pip-build-env-r08y3b2j/overlay/lib/python3.11/site-packages/setuptools/build_meta.py", line 338, in run_setup
exec(code, locals())
File "", line 243, in
File "", line 71, in openmp_build_ext
ModuleNotFoundError: No module named 'numpy'
[end of output]

note: This error originates from a subprocess, and is likely not a problem with pip.
error: subprocess-exited-with-error

× Getting requirements to build wheel did not run successfully.
│ exit code: 1
╰─> See above for output.

note: This error originates from a subprocess, and is likely not a problem with pip

Thanks for your help,
Gennady.

ValueError: Tried to convert 'shape' to a tensor and failed. Error: None values not supported.

Dear Author,
When I am running this part of the code inside Google Colab,

Creating model in Inference mode
import tensorflow as tf
with tf.device(DEVICE):
model = modellib.MaskRCNN(mode="inference", model_dir=MODEL_DIR, config=config)

Loading the last best model which is trained
weights_path = model.find_last()[1]
custom_WEIGHTS_PATH = '/content/drive/MyDrive/car-damage-detection-using-CNN/logs/mask_rcnn_coco.h5'

Load weights
print("Loading weights ", custom_WEIGHTS_PATH)
model.load_weights(custom_WEIGHTS_PATH, by_name=True)

I get the following error:
ValueError: None values not supported.

During handling of the above exception, another exception occurred:

ValueError Traceback (most recent call last)
ValueError: None values not supported.

During handling of the above exception, another exception occurred:

ValueError Traceback (most recent call last)
/usr/local/lib/python3.7/dist-packages/tensorflow/python/framework/op_def_library.py in _apply_op_helper(op_type_name, name, **keywords)
538 raise ValueError(
539 "Tried to convert '%s' to a tensor and failed. Error: %s" %
--> 540 (input_name, err))
541 prefix = ("Input '%s' of '%s' Op has type %s that does not match" %
542 (input_name, op_type_name, observed))

ValueError: Tried to convert 'shape' to a tensor and failed. Error: None values not supported. Kindly assist me on the same

not able to run the code

ModuleNotFoundError: No module named 'tensorflow.contrib'

module 'keras.engine' has no attribute 'Layer' error

Dear Author,
When I run this part of the code
"# Import all the packages of Matterport Mask R-CNN
import os
import sys
import itertools
import math
import logging
import json
import re
import random
from collections import OrderedDict
import numpy as np
import matplotlib
import matplotlib.pyplot as plt
import matplotlib.patches as patches
import matplotlib.lines as lines
from matplotlib.patches import Polygon
from tensorflow import keras
from mrcnn import utils
from mrcnn import visualize
from mrcnn.visualize import display_images
from mrcnn import model
import mrcnn.model as modellib
from mrcnn.model import log
import cv2
import custom,custom_1
import imgaug,h5py,IPython

%matplotlib inline"

I get this error
AttributeError Traceback (most recent call last)
in ()
22 from mrcnn import visualize
23 from mrcnn.visualize import display_images
---> 24 from mrcnn import model
25 import mrcnn.model as modellib
26 from mrcnn.model import log

/content/Mask_RCNN/mrcnn/model.py in ()
253
254
--> 255 class ProposalLayer(KE.Layer):
256 """Receives anchor scores and selects a subset to pass as proposals
257 to the second stage. Filtering is done based on anchor scores and

AttributeError: module 'keras.engine' has no attribute 'Layer'
Please reply

Trained model file required.

Can you upload "mask_rcnn_damage_0010.h5" file. It will be helpful. Thanks.