Code for the ACL2021 paper "Combining Static Word Embedding and Contextual Representations for Bilingual Lexicon Induction"

Related tags

Computer VisionCSCBLI
Overview

CSCBLI

Code for our ACL Findings 2021 paper,
"Combining Static Word Embedding and Contextual Representations for Bilingual Lexicon Induction".

Requirements

python >= 3.6
numpy >= 1.9.0
pytorch >= 1.0

Supervised

How to train

CUDA_VISIBLE_DEVICES=0 python train.py --src_lang $lg --tgt_lang en\
        --static_src_emb_path $ssemb --static_tgt_emb_path $stemb\
        --context_src_emb_path $csemb --context_tgt_emb_path $ctemb\
        --train_data_path $data_path --save_path $save_path
--static_src_emb_path   aligned source static embedding path 
--static_tgt_emb_path   aligned target static embedding path
--context_src_emb_path  source context embedding path
--context_tgt_emb_path  target context embedding path

How to Test

CUDA_VISIBLE_DEVICES=0 python test_on_all_word.py --src_lang $lg\
        --tgt_lang en --model_path $model_path\
        --dict_path $dict_path\
        --vecmap_context_src_emb_path $vcpath\
        --vecmap_context_tgt_emb_path $vspath\
        --vecmap
--vecmap_context_src_emb_path aligned source context embedding path
--vecmap_context_tgt_emb_path aligned target context embedding path
--vecmap use interpolation method, else unified method

Unsupervised

How to train

lg=ar
CUDA_VISIBLE_DEVICES=0 python train.py --src_lang en --tgt_lang $lg\
  --static_src_emb_path $ssemb --static_tgt_emb_path $stemb\
  --context_src_emb_path $csemb --context_tgt_emb_path $ctemb\
   --save_path $save_path 
--static_src_emb_path   aligned source static embedding path 
--static_tgt_emb_path   aligned target static embedding path
--context_src_emb_path  source context embedding path
--context_tgt_emb_path  target context embedding path

How to Test

src=ar
tgt=en
model_path=../checkpoints/$src-$tgt-add_orign_nw.pkl_last
CUDA_VISIBLE_DEVICES=0 python test.py  --model_path $model_path \
        --dict_path ../$src-$tgt.5000-6500.txt  --mode v2 \
        --src_lang $src --tgt_lang $tgt  \
        --reload_src_ctx   $path1 \
        --reload_tgt_ctx   $path2 --lambda_w1 0.11
--mode type    use v1 for unified method and v2 for interpolated 
--lambda_w1    the weight for interpolation
--reload_src_ctx   aligned source context embedding
--reload_tgt_ctx   aligned targte context embedding
Owner
Jinpeng Zhang
Jinpeng Zhang
Fun program to overlay a mask to yourself using a webcam

Superhero Mask Overlay Description Simple project made for fun. It consists of placing a mask (a PNG image with transparent background) on your face.

KB Kwan 10 Dec 01, 2022
Ready-to-use OCR with 80+ supported languages and all popular writing scripts including Latin, Chinese, Arabic, Devanagari, Cyrillic and etc.

EasyOCR Ready-to-use OCR with 80+ languages supported including Chinese, Japanese, Korean and Thai. What's new 1 February 2021 - Version 1.2.3 Add set

Jaided AI 16.7k Jan 03, 2023
Face_mosaic - Mosaic blur processing is applied to multiple faces appearing in the video

動機 face_recognitionを使用して得られる顔座標は長方形であり、この座標をそのまま用いてぼかし処理を行った場合得られる画像は醜い。 それに対してモ

Yoshitsugu Kesamaru 6 Feb 03, 2022
~1000 book pages + OpenCV + python = page regions identified as paragraphs, lines, images, captions, etc.

cosc428-structor I had an open-ended Computer Vision assignment to complete, and an out-of-copyright book that I wanted to turn into an ebook. Convent

Chad Oliver 45 Dec 06, 2022
Generate text images for training deep learning ocr model

New version release:https://github.com/oh-my-ocr/text_renderer Text Renderer Generate text images for training deep learning OCR model (e.g. CRNN). Su

Qing 1.2k Jan 04, 2023
【Auto】原神⭐钓鱼辅助工具 | 自动收竿、校准游标 | ✨您只需要抛出鱼竿,我们会帮你完成一切✨

原神钓鱼辅助工具 ✨ 作者正在努力重构代码中……会尽快带给大家一个更完美的脚本 ✨ 「您只需抛出鱼竿,然后我们会帮您搞定一切」 如果你觉得这个脚本好用,请点一个 Star ⭐ ,你的 Star 就是作者更新最大的动力 点击这里 查看演示视频 ✨ 欢迎大家在 Issues 中分享自己的配置文件 ✨ ✨

261 Jan 02, 2023
OCR engine for all the languages

Description kraken is a turn-key OCR system optimized for historical and non-Latin script material. kraken's main features are: Fully trainable layout

431 Jan 04, 2023
Aloception is a set of package for computer vision: aloscene, alodataset, alonet.

Aloception is a set of package for computer vision: aloscene, alodataset, alonet.

Visual Behavior 86 Dec 28, 2022
scantailor - Scan Tailor is an interactive post-processing tool for scanned pages.

Scan Tailor - scantailor.org This project is no longer maintained, and has not been maintained for a while. About Scan Tailor is an interactive post-p

1.5k Dec 28, 2022
👄 The most accurate natural language detection library for Java and the JVM, suitable for long and short text alike

Quick Info this library tries to solve language detection of very short words and phrases, even shorter than tweets makes use of both statistical and

Peter M. Stahl 532 Dec 28, 2022
Framework for the Complete Gaze Tracking Pipeline

Framework for the Complete Gaze Tracking Pipeline The figure below shows a general representation of the camera-to-screen gaze tracking pipeline [1].

Pascal 20 Jan 06, 2023
Code for the head detector (HeadHunter) proposed in our CVPR 2021 paper Tracking Pedestrian Heads in Dense Crowd.

Head Detector Code for the head detector (HeadHunter) proposed in our CVPR 2021 paper Tracking Pedestrian Heads in Dense Crowd. The head_detection mod

Ramana Subramanyam 76 Dec 06, 2022
keras复现场景文本检测网络CPTN: 《Detecting Text in Natural Image with Connectionist Text Proposal Network》;欢迎试用,关注,并反馈问题...

keras-ctpn [TOC] 说明 预测 训练 例子 4.1 ICDAR2015 4.1.1 带侧边细化 4.1.2 不带带侧边细化 4.1.3 做数据增广-水平翻转 4.2 ICDAR2017 4.3 其它数据集 toDoList 总结 说明 本工程是keras实现的CPTN: Detecti

mick.yi 107 Jan 09, 2023
Automatic Number Plate Recognition (ANPR) is a highly accurate system capable of reading vehicle number plates without human intervention

ANPR ANPR is therefore the underlying technology used to find a vehicle license/number plate and it, in turn, supplies this information to a next stag

Melih Emin Kılıçoğlu 1 Jan 09, 2022
OCR, Scene-Text-Understanding, Text Recognition

Scene-Text-Understanding Survey [2015-PAMI] Text Detection and Recognition in Imagery: A Survey paper [2014-Front.Comput.Sci] Scene Text Detection and

Alan Tang 354 Dec 12, 2022
A python programusing Tkinter graphics library to randomize questions and answers contained in text files

RaffleOfQuestions Um programa simples em python, utilizando a biblioteca gráfica Tkinter para randomizar perguntas e respostas contidas em arquivos de

Gabriel Ferreira Rodrigues 1 Dec 16, 2021
An Implementation of the alogrithm in paper IncepText: A New Inception-Text Module with Deformable PSROI Pooling for Multi-Oriented Scene Text Detection

InceptText-Tensorflow An Implementation of the alogrithm in paper IncepText: A New Inception-Text Module with Deformable PSROI Pooling for Multi-Orien

GeorgeJoe 115 Dec 12, 2022
Rotational region detection based on Faster-RCNN.

R2CNN_Faster_RCNN_Tensorflow Abstract This is a tensorflow re-implementation of R2CNN: Rotational Region CNN for Orientation Robust Scene Text Detecti

UCAS-Det 581 Nov 22, 2022
Balabobapy - Using artificial intelligence algorithms to continue the text

Balabobapy - Using artificial intelligence algorithms to continue the text

qxtony 1 Feb 04, 2022
A bot that extract text from images using the Tesseract OCR.

Text from image (OCR) @ocr_text_bot A simple bot to extract text from images. Usage What do I need? A AWS key configured locally, see here. NodeJS. I

Weverton Marques 4 Aug 06, 2021