ATSS | Bridging the Gap Between | Computer Vision library

by sfzhang15 Python Version: Current License: Non-SPDX

X-Ray Key Features Code Snippets Community Discussions(2)Vulnerabilities Install Support

kandi X-RAY | ATSS Summary

ATSS is a Python library typically used in Artificial Intelligence, Computer Vision, Pytorch applications. ATSS has no vulnerabilities, it has build file available and it has medium support. However ATSS has 6 bugs and it has a Non-SPDX License. You can download it from GitHub.

In this work, we first point out that the essential difference between anchor-based and anchor-free detection is actually how to define positive and negative training samples. Then we propose an Adaptive Training Sample Selection (ATSS) to automatically select positive and negative samples according to statistical characteristics of object, which significantly improves the performance of anchor-based and anchor-free detectors and bridges the gap between them. Finally, we demonstrate that tiling multiple anchors per location on the image to detect objects is a thankless operation under current situations. Extensive experiments conducted on MS COCO support our aforementioned analysis and conclusions. With the newly introduced ATSS, we improve state-of-the-art detectors by a large margin to 50.7% AP without introducing any overhead. For more details, please refer to our paper.

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Quality

Security

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Support

ATSS has a medium active ecosystem.

It has 886 star(s) with 144 fork(s). There are 25 watchers for this library.

It had no major release in the last 6 months.

There are 11 open issues and 82 have been closed. On average issues are closed in 11 days. There are 1 open pull requests and 0 closed requests.

It has a neutral sentiment in the developer community.

The latest version of ATSS is current.

Quality

ATSS has 6 bugs (0 blocker, 0 critical, 6 major, 0 minor) and 135 code smells.

Security

ATSS has no vulnerabilities reported, and its dependent libraries have no vulnerabilities reported.

ATSS code analysis shows 0 unresolved vulnerabilities.

There are 3 security hotspots that need review.

License

ATSS has a Non-SPDX License.

Non-SPDX licenses can be open source with a non SPDX compliant license, or non open source licenses, and you need to review them closely before use.

Reuse

ATSS releases are not available. You will need to build from source code and install.

Build file is available. You can build the component from source.

Installation instructions, examples and code snippets are available.

ATSS saves you 5533 person hours of effort in developing the same functionality from scratch.

It has 11590 lines of code, 674 functions and 152 files.

It has medium code complexity. Code complexity directly impacts maintainability of the code.

Top functions reviewed by kandi - BETA

kandi has reviewed ATSS and discovered the below as its top functions. This is intended to give you an instant insight into ATSS implemented functionality, and help decide if they suit your requirements.

Convert CloudScapes instance
Convert a polygon to box coordinates
Convert xy coordinates to xy coordinates
Make data loader
Build a dataset from a list of datasets
Builds the transformer layers
Make a batch data sampler
Forward a single feature map
Clip the bounding box
Convolutional transform
Perform an inference on a dataset
Train detection model
Generate a dictionary of instance objects from each image
Forward convolution
Select boxes over all the boxes
Compute the classification loss
Resize the bounding box
Transpose the image
Retrieve all C ++ extensions
Add the last convolution layer
Compute the predictions for the given boxes
Subsample the given proposals
Make a 2x3 convolutional convolutional
Forward feature extraction
Compute the inner layer
Compute the RPNR model

Get all kandi verified functions for this library.

ATSS Key Features

No Key Features are available at this moment for ATSS.

ATSS Examples and Code Snippets

No Code Snippets are available at this moment for ATSS.

Community Discussions

Trending Discussions on ATSS

TFS GIT getting full Error TF30042. tbl_content is full

Parsing nested JSON string in Logstash

QUESTION

TFS GIT getting full Error TF30042. tbl_content is full

Asked 2020-Apr-02 at 14:50

We are running our project in TFS using Git. Recently it started giving Error

TF30042: The database is full. Contact your Team Foundation Server administrator. Server: ATSS-P-AAI\SqlExpress01, Error: 1105, Message: 'Could not allocate space for object 'dbo.tbl_Content'.'PK_tbl_Content' in database 'Tfs_DefaultCollection' because the 'PRIMARY' filegroup is full. Create disk space by deleting unneeded files, dropping objects in the filegroup, adding additional files to the filegroup, or setting autogrowth on for existing files in the filegroup.

I have checked and found that the tbl_content itself has occupied around 9.5GB of space while the total DB size is 10GB. One of my teammate had mistakenly checked in a repository with huge binary files before this happened. He has deleted the repository but seems like the tbl_content is still having same space.

I have tried setting autogrowth as well, but nothing seems to be working. We are now not able to use it anymore.

Any solutions are suggested.

...

ANSWER

Answered 2020-Apr-02 at 14:50

This is because you're using SQL Express. SQL Express is limited to databases of up to 10 GB.

The easy answer here is that you should upgrade your SQL edition. It may be possible to remove data from the database, but doing so without explicit instructions from Microsoft is not recommended.

Source https://stackoverflow.com/questions/60977010

QUESTION

Parsing nested JSON string in Logstash

Asked 2020-Jan-13 at 10:04

I am logging to logstash,in json format, my logs have the following fields, each field is a string and the atts field is a stringified json (note: atts sub fields are different each time)

here is an example:

{"name":"bob","last":"builder", "atts":"{\"a\":111, \"b\":222}"}

I would like to parse it to something like this:

...

ANSWER

Answered 2017-Apr-05 at 14:25

There is a json filter. Just pass it the field you want to parse and a target where you want it.

Something like:

Source https://stackoverflow.com/questions/43232683

Community Discussions, Code Snippets contain sources that include Stack Exchange Network

Vulnerabilities

No vulnerabilities reported

Install ATSS

This ATSS implementation is based on FCOS and maskrcnn-benchmark and the installation is the same as them. Please check INSTALL.md for installation instructions.