sahi | Framework agnostic sliced/tiled inference | Computer Vision library
kandi X-RAY | sahi Summary
kandi X-RAY | sahi Summary
Object detection and instance segmentation are by far the most important fields of applications in Computer Vision. However, detection of small objects and inference on large images are still major issues in practical usage. Here comes the SAHI to help developers overcome these real-world problems with many vision utilities.
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Top functions reviewed by kandi - BETA
- Predict model
- Returns a deep copy of the object
- Get a function for reading video
- Crop detections
- Runs a prediction on the given model
- Generate a fifty -one Detection object
- Returns a list of all the objects in this image
- Check if the given package names are required
- Slice coco data into a single image
- Analyze the results of a COC
- Removes invalid coco images from a list
- Merge two collections
- Add bbox and area bounding boxes to source_coco
- Create an instance from a shapely annotation
- Creates a CircularImage from a CoCo segmentation
- Create a grid from a CoCo segmentation
- Creates a list of object predictions for the original prediction
- Creates a list of object predictions from the original prediction
- Exports the CoRov5 dataset
- Visualize a prediction
- Create object prediction list
- Create an object prediction list based on the original prediction
- Create a DetectionModel from a given layer
- Exports data from a yaml file
- Create a DetectionModel from a pretrained model
- Analyze an individual category
sahi Key Features
sahi Examples and Code Snippets
Lines of Code : 15License : Permissive (MIT)
Copy@article{akyon2022sahi,
title={Slicing Aided Hyper Inference and Fine-tuning for Small Object Detection},
author={Akyon, Fatih Cagatay and Altinuc, Sinan Onur and Temizel, Alptekin},
journal={arXiv preprint arXiv:2202.06934},
year={2022}
}
@ pip install sahi
conda install -c conda-forge shapely
conda install pytorch=1.10.2 torchvision=0.11.3 cudatoolkit=11.3 -c pytorch
pip install yolov5==6.1.3
pip install mmcv-full==1.5.3 -f https://download.openmmlab.com/mmcv/dist/cu113/torch1.10.0 cd sahi-core
mvn clean package verify
cd bin
sh dashboard.sh
from datetime import timedelta
reltimes = dict()
for expr, kwargs in (
('today', {'days': 0}),
('tomorrow', {'days': 1}),
('the day after tomorrow', {'days': 2}),
('in 2 days', {'days': 2}),
('in 3 days', {'days': 3}), >>> import xml.etree.ElementTree as ET
>>> xml_text = u'''
... Charmed S2 B5
... Life Style
... Tür: Fantastik
... [the truth about kat and dogs, 2.sezon, 2019] mel ve maggie, kaybolan macy'yi̇ büyü yoluyla buCommunity Discussions
Trending Discussions on sahi
QUESTION
text = "Going out with Sahi to Ikebukuro next week around 4PM or 16:30"
dt_now = datetime.datetime.now()
print('Date and time now:', dt_now.strftime('%Y/%m/%d %H:%M:%S'))
text = re.sub(r'(today)', f'{dt_now.month}/{dt_now.day}', text)
text = re.sub(r'(tomorrow)', f'{dt_now.month}/{dt_now.day + 1}', text)
text = re.sub(r'(the day after tomorrow)', f'{dt_now.month}/{dt_now.day + 2}', text)
text = re.sub(r'(in 2 days)', f'{dt_now.month}/{dt_now.day + 2}', text)
text = re.sub(r'(in 3 days)', f'{dt_now.month}/{dt_now.day + 3}', text)
text = re.sub(r'(yesterday)', f'{dt_now.month}/{dt_now.day - 1}', text)
text = re.sub(r'(next week)', f'{dt_now.month}/{dt_now.day + 7}', text)
text = re.sub(r'(in a month)', f'{dt_now.month + 1}/{dt_now.day}', text)
print(text)
ANSWER
Answered 2020-Dec-02 at 06:09The timedelta object from the datetime standard library allows you to express relative times.
You could map each verbal expression to a separate timedelta object, though of course, you still can't resolve expressions like "Thursday the week after next" without knowing today's date.
QUESTION
Actually I am trying to upload a document to Clio in a particular matter. But I am getting error while I am marking the document as fully-uploaded. Below are the details
POST:
...ANSWER
Answered 2020-Sep-08 at 09:35Actually for upload document pragmatically to Clio I was missing one Step. it need to call three Rest API
- POST: Create Document
- PUT: Upload document
- Patch: Marking the document as fully-uploaded API So here i was missing 2nd step. After calling 2nd API, it is working for me
QUESTION
ANSWER
Answered 2020-Apr-30 at 07:12You can use flexbox to easily align content. I added a working code snippet.
- Add
display: flexto your#chat_boxid to align the image and it's content next to each other. Remove your
content_2class and added the comment part of your content to your originalcontentclass. So now your#chat_boxonly contains 2 elements, animgand adivwith your text. It's easier to align it properly this way.Add a
min-widthandmin-heightproperty to yourimgso it doesn't get squashed.
QUESTION
I am using behat/mink/sahi. I am trying to attach file to an input type element using the xpath because i can not locate it with the normal function that behat already has. My full_path is already in the behat.yml file
...ANSWER
Answered 2017-Jul-24 at 09:40attachFile doesn't know to get the full_path from behat.yml alone.
Make sure you have the latest "behat/mink-selenium2-driver" or this PR https://github.com/minkphp/MinkSelenium2Driver/pull/252 to work for remote hosts.
In my case I have a path under Behat\MinkExtension: the following files_path: %paths.base%/features/bootstrap and after this copy your file in bootstrap
And for full path I use something like this:
QUESTION
I have a table and I want to perform some operations(suppose doing output of selected rows in alert) on the rows which the user have checked on. Following is my approach which is failing miserably-
...ANSWER
Answered 2018-Oct-24 at 17:21var selecteddata+=x[i].value+"\n"; line will throw an error, So declare the variable outside the for loop. Also you need to set a value to checkbox otherwise it will so on
To get the content from all the td get the parent of the checkbox and get the closest tr. Then get text from each of the td and add it in a local variable of the if block
QUESTION
I want the array format like this
...ANSWER
Answered 2017-Jul-05 at 10:33replace code
QUESTION
I'm trying to write Test Automation scripts using Selenium, but the page elements are not structured in the traditional way - i.e. in a strict hierarchy. Elements which are directly below other elements on the Page are not following those elements in the DOM, therefore it's impossible to relate/link one element on a page to another using an xpath expression.
In a tool like Sahi, i can create relational identifiers using Sahi's above/below/left/right API functions.
Is there any proposal to introduce such methods in Selenium now that DOM's are so dynamic and complex?
Is anyone aware of alternative tools or libraries which overcome the above described issues?
...ANSWER
Answered 2018-Mar-13 at 00:50If you are interested in finding out what Feature Requests the Selenium team is currently working on, please visit https://github.com/SeleniumHQ/selenium.
If you have a current issue that you believe needs resolved, please create a NEW ISSUE Here.
In a tool like Sahi, i can create relational identifiers using Sahi's above/below/left/right API functions.
If you are looking for some of these features from Selenium, you can checkout Helium. It's a wrapper that makes using selenium a little easier and gives you access to things like toLeftOf / toRightOf / above / below.
QUESTION
Error - Logging exception: Step >_sahi._takePageScreenShot()< did not complete in 90 seconds.
This error appears with no logical reason. One time I run a build - all is fine. And other time - this error appears and build fails.
Here can see, that only two times, the script was really running. Not stuck on first.
When I get this error it's on the first object that tries to find something in the browser.
Console log:
...ANSWER
Answered 2017-Nov-08 at 05:35There is no reliable way to get rid of it. The issue is pretty old, have a look at the related forum entries https://www.google.com/search?safe=off&ei=A5YCWomKH4P0aJSZl8gP&q=_sahi+did+not+complete+site%3Asahipro.com
you might decrease the frequency of this issue by adjusting some properties in your sahi.properties
QUESTION
I tried this : this code :
...ANSWER
Answered 2017-Aug-08 at 09:20You can use GROUP BY with GROUP_CONCAT, e.g.:
QUESTION
{'PCCandidateDetails': {'BatchId': '456279',
'Candidate': 'Noori sahi ',
'CandidateId': '9124657',
'CenterName': 'K',
'ProjectName': 'PKKVY',
'QPName': 'Domestic Data Entry Operator(SSC/Q2212)',
'TrainingProviderName': 'OrionEdutechPrivateLimited'},
'PCTestScores': [{'MaxScore': 12,
'PCId': 'SRC/N3022_PC1',
'PCName': 'obtain sufficient information from the customer /client to understand the need and perform initial task',
'Percentage': 0,
'YourScore': 0},
{'MaxScore': 15,
'PCId': 'SRC/N3022_PC10',
'PCName': 'compares transcribed data, as displayed on a visual screen, document and corrects any errors with the source',
'Percentage': 0,
'YourScore': 0},
{'MaxScore': 5,
'PCId': 'SSC/N3022_PC11',
'PCName': 'obtain help or advice from specialist if the problem is outside his/her area of competence or experience',
'Percentage': 0,
'YourScore': 0}]}
ANSWER
Answered 2017-May-24 at 09:01To get data use:
Community Discussions, Code Snippets contain sources that include Stack Exchange Network
Vulnerabilities
No vulnerabilities reported
Install sahi
On Windows, Shapely needs to be installed via Conda:
Install your desired version of pytorch and torchvision:
Install your desired detection framework (yolov5):
Install your desired detection framework (mmdet):
Install your desired detection framework (detectron2):
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