OpenVINO

Experimental Python implementation of OpenVINO Inference Engine (very slow, limited functionality)

Description The PyOpenVINO is a spin-off product from my deep learning algorithm study work. This project is aiming at neither practical performance nor rich functionalities.PyOpenVINO can load an OpenVINO IR model (.xml/.bin) and run it.The implementation is quite straightforward and naive. No Optimization technique is used. Thus, the code is easy to read and modify.Supported API is quite limited, but it mimics OpenVINO IE Python API. So, you can easily read and modify the sample code too. Developed as a […]

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Slots

Structure Extraction in Task-Oriented Dialogues with Slot Clustering

This is the official code repository for the paper Structure Extraction in Task-Oriented Dialogues with Slot Clustering by Liang Qiu, Chien-Sheng Wu, Wenhao Liu and Caiming Xiong. Abstract Extracting structure information from dialogue data can help us better understand user and system behaviors. In task-oriented dialogues, dialogue structure has often been considered as transition graphs among dialogue states. However, annotating dialogue states manually is expensive and time-consuming. In this paper, we propose a simple yet effective approach for structure extraction […]

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Deep Learning

Back To Reality: Weak-supervised 3D Object Detection with Shape-guided Label Enhancement

Introduction This repo contains PyTorch implementation for paper Back To Reality: Weak-supervised 3D Object Detection with Shape-guided Label Enhancement (CVPR2022) @inproceedings{xu2022br, author = {Xu, Xiuwei and Wang, Yifan and Zheng, Yu and Rao, Yongming and Lu, Jiwen and Zhou, Jie}, title = {Back To Reality: Weak-supervised 3D Object Detection with Shape-guided Label Enhancement}, booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2022}    

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Shell

Webmin CVE-2022-0824 Post-Auth Reverse Shell

Vulnerability Description Webmin 1.984 and below – File Manager privilege exploit (CVE-2022-0824 and CVE-2022-0829)Less privileged Webmin users who do not have any File Manager module restrictions configured can access files with root privileges, if using the default Authentic theme. All systems with additional untrusted Webmin users should upgrade immediately. Note that Virtualmin systems are not effected by this bug, due to the way domain owner Webmin users are configured.Source: https://www.webmin.com/security.html Exploit Description This exploit takes advantage of the post-auth Improper […]

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Neural Machine Translation (NMT), NMT Leave a comment

Machine Translation and Multilinguality 02/2022

After 100 MT Weekly posts (which took me 130 weeks to write), I realized that weekly blogging is impossible while weekly teaching. So I decided to change the format of the post and write monthly summaries of what I found most interesting in machine translation and multilinguality. This is the first issue that summarizes what interesting happened in February. Exciting news about WMT There will be some exciting changes in WMT competitions. WMT is an annual conference on machine translation […]

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Python

Python News: What’s New From February 2022?

In February 2022, another preview release of Python 3.11 became available for early adopters to test and share their feedback. Shortly afterward, the Python steering council announced that Python 3.11 would also include a TOML parser in the standard library. In addition, GitHub Issues will soon become the official bug tracking system for Python. In other news, PyCon US 2022 shared its conference schedule. The Python Software Foundation (PSF) wants to hire two contract developers to improve the Python Package […]

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Converter

Converts geometry node attributes to built-in attributes

Attribute Converter Simplifies converting attributes created by geometry nodes to built-in attributes like UVs or vertex colors, as a single click operation for all selected objects. Only compatible with blender versions 3.1.0 and above. The operation is destructive, as it requires Geometry Node modifier to be applied, so it is ideally used just before exporting. (if you know a way this can be somehow injected into the export pipeline so it runs automatically before export, please tell me!) Current limitations […]

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PyTorch

A PyTorch landmarks-only library with 100+ data augmentations, training and inference

English | 中文文档 🤗 Introduction torchlm is a PyTorch landmarks-only library with 100+ data augmentations, support training and inference. torchlm is aims at only focus on any landmark detection, such as face landmarks, hand keypoints and body keypoints, etc. It provides 30+ native data augmentations and can bind with 80+ transforms from torchvision and albumentations, no matter the input is a np.ndarray or a torch Tensor, torchlm will automatically be compatible with different data types and then wrap it back […]

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META-LEARNING

Continuous-Time Meta-Learning with Forward Mode Differentiation

ICLR 2022 (Spotlight) – Installation – Example – Citation This repository contains the official implementation in JAX of COMLN (Deleu et al., 2022), a gradient-based meta-learning algorithm, where adaptation follows a gradient flow. It contains an implementation of the memory-efficient algorithm to compute the meta-gradients, based on forward-mode differentiation. The implementation is based on jax-meta. Installation To avoid any conflict with your existing Python setup, we are suggesting to work in a virtual environment: python -m venv venv source venv/bin/activate […]

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Face recognition

Face recognition system using MTCNN, FACENET, SVM and FAST API to track participants of Big Brother Brasil in real time

Face recognition system using MTCNN, FACENET, SVM and FAST API to track participants of Big Brother Brasil in real time. Instalation Install dependencies using requirements.txt pip install -r requirements.txt Usage To use the project successfully, you need to follow the steps below. 1. Dataset It is needed to build a dataset through the dataset_generator.py script. This script builds a dataset with train and validation directories according by user labeling, using real time cam frames from reality show. On execute will […]

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