i used this code both in my local and google colab

[Varun-Mayilvaganan]

Config '/content/PhishIntention/configs/faster_rcnn_web.yaml' has no VERSION. Assuming it to be compatible with latest v2.
Traceback (most recent call last):
File "/content/PhishIntention/phishintention.py", line 174, in
phishintention_cls = PhishIntentionWrapper()
File "/content/PhishIntention/phishintention.py", line 24, in init
self._load_config()
File "/content/PhishIntention/phishintention.py", line 28, in _load_config
self.SIAMESE_THRE, self.LOGO_FEATS, self.LOGO_FILES, self.DOMAIN_MAP_PATH = load_config()
File "/content/PhishIntention/configs.py", line 27, in load_config
AWL_MODEL = config_rcnn(cfg_path=configs['AWL_MODEL']['CFG_PATH'],
File "/content/PhishIntention/modules/awl_detector.py", line 35, in config_rcnn
predictor = DefaultPredictor(cfg)
File "/usr/local/lib/python3.10/dist-packages/detectron2/engine/defaults.py", line 288, in init
checkpointer.load(cfg.MODEL.WEIGHTS)
File "/usr/local/lib/python3.10/dist-packages/detectron2/checkpoint/detection_checkpoint.py", line 62, in load
ret = super().load(path, *args, **kwargs)
File "/usr/local/lib/python3.10/dist-packages/fvcore/common/checkpoint.py", line 153, in load
assert os.path.isfile(path), "Checkpoint {} not found!".format(path)
AssertionError: Checkpoint /content/PhishIntention/models/layout_detector.pth not found!
getting an error in this while running => !python phishintention.py --folder datasets/test_sites --output_txt test.txt

[lindsey98]

please refer to https://github.com/lindsey98/PhishIntention/blob/main/setup.sh#L73 to Line 121 to download all the pre-trained models

[Varun-Mayilvaganan]

Hi lindsey,
I solved the above error but even for malicious websites it shows me benign ; why is that?

Thanks in advance!

[lindsey98]

Hi, I suspect the reference list is not properly loaded, please check whether models/expand_targetlist has been unzipped and there are 277 folders inside.

[Varun-Mayilvaganan]

Hi,
I tried it but the same issue arising!

[lindsey98]

1. make sure the directory looks like this:

|_ models/
   |__ expand_targetlist/
      |____ Amazon/
      |____....

2. Go to https://github.com/lindsey98/PhishIntention/blob/main/phishintention.py#L28
   and set load_config(reload_targetlist=True)

[Varun-Mayilvaganan]

We need to change in the line you mentioned or at configs.py - L14?

[lindsey98]

change this line only

[Varun-Mayilvaganan]

loaded all reference files and then this error pops up

[lindsey98]

Not very sure about this error, you can try the following:

Step 1: Download the chromedriver executable file manually https://sites.google.com/chromium.org/driver/downloads. Make sure it matches your chrome version
Step 2: Point the webdriver to this chromedriver path, replace this line https://github.com/lindsey98/PhishIntention/blob/main/utils/web_utils.py#L153 with
driver = webdriver.Chrome(chrome_options=options, executable_path='path to the chromedriver executable')

[Varun-Mayilvaganan]

Thanks for your time!
The project is working fine with no issues but i need to ask for the new testing sites, why it is predicting benign?

[lindsey98]

It's likely because the [accounts.g.cdcde.com] is dead so the CRP intention cannot be confirmed. You can try on some fresh phishing feeds https://openphish.com/

[Varun-Mayilvaganan]

Hi lindsey,
I worked on phishintention but the result is not that much accurate due to new evolving phishing websites. so give me an idea how i can improve it.
note : i gave new websites not in target list

[lindsey98]

Hi Varun, one way is to expand the target list to support new brands. For example, if you would like to support a new brand called DBS:

• Step 1: Look for some DBS logo variants from Google Images or Logopedia, etc.
• Step 2: Create a new folder models/expand_targetlist/dbs/ and move all the .png files inside.
• Step 3: Modify this file models/domain_map.pkl , it is a dictionary that maps brand to domain(s). Suppose DBS's official domain is dbs.com.

import pickle

with open('./models/domain_map.pkl', 'rb') as handle:
    
    domain_map = pickle.load(handle)
if 'dbs' not in domain_map.keys():
    


  domain_map['dbs'] = ['dbs.com']


with open('./models/domain_map.pkl', 'wb') as handle:
    
    pickle.dump(domain_map, handle)

• Step 4: Remove LOGO_FILES.npy and LOGO_FEATS.npy, and run again