In this repository we have tested 3 VQA models on the ImageCLEF-2019 dataset.

Last update: Apr 14, 2022

Related tags

Overview

Med-VQA

In this repository we have tested 3 VQA models on the ImageCLEF-2019 dataset. Two of these are made on top of Facebook AI Reasearch's Multi-Modal Framework (MMF).

Model Name	Accuracy	Number of Epochs
Hierarchical Question-Image Co-attention	48.32%	42
MMF Transformer	51.76%	30
MMBT	86.78%	30

Test them for yourself !

Download the dataset from here and place it in a directory named /dataset/med-vqa-data/ in the directory where this repository is cloned.

MMF Transformer:

mmf_run config=projects/hateful_memes/configs/mmf_transformer/defaults.yaml     model=mmf_transformer     dataset=hateful_memes training.checkpoint_interval=100 training.max_updates=3000

MMBT :

mmf_run config=projects/hateful_memes/configs/mmbt/defaults.yaml     model=mmbt     dataset=hateful_memes training.checkpoint_interval=100 training.max_updates=3000

Heirarchical Question-Image Co-attention:

cd hierarchical \ 
python main.py

Owner

Kshitij Ambilduke

GitHub Repository

An evaluation toolkit for voice conversion models.

Voice-conversion-evaluation An evaluation toolkit for voice conversion models. Sample test pair Generate the metadata for evaluating models. The direc

30 Aug 29, 2022

Code for Findings at EMNLP 2021 paper: "Learn Continually, Generalize Rapidly: Lifelong Knowledge Accumulation for Few-shot Learning"

Learn Continually, Generalize Rapidly: Lifelong Knowledge Accumulation for Few-shot Learning This repo is for Findings at EMNLP 2021 paper: Learn Cont

6 Sep 02, 2022

null

CP-Cluster Confidence Propagation Cluster aims to replace NMS-based methods as a better box fusion framework in 2D/3D Object detection, Instance Segme

41 Dec 08, 2022

PyTorch Implementation of "Bridging Pre-trained Language Models and Hand-crafted Features for Unsupervised POS Tagging" (Findings of ACL 2022)

Feature_CRF_AE Feature_CRF_AE provides a implementation of Bridging Pre-trained Language Models and Hand-crafted Features for Unsupervised POS Tagging

6 Apr 29, 2022

PortaSpeech - PyTorch Implementation

PortaSpeech - PyTorch Implementation PyTorch Implementation of PortaSpeech: Portable and High-Quality Generative Text-to-Speech. Model Size Module Nor

276 Dec 26, 2022

Just a Basic like Language for Zeno INC

zeno-basic-language Just a Basic like Language for Zeno INC This is written in 100% python. this is basic language like language. so its not for big p

1 Dec 18, 2021

STonKGs is a Sophisticated Transformer that can be jointly trained on biomedical text and knowledge graphs

STonKGs STonKGs is a Sophisticated Transformer that can be jointly trained on biomedical text and knowledge graphs. This multimodal Transformer combin

27 Aug 11, 2022

Line as a Visual Sentence: Context-aware Line Descriptor for Visual Localization

Line as a Visual Sentence with LineTR This repository contains the inference code, pretrained model, and demo scripts of the following paper. It suppo

158 Dec 27, 2022

BERTopic is a topic modeling technique that leverages 🤗 transformers and c-TF-IDF to create dense clusters allowing for easily interpretable topics whilst keeping important words in the topic descriptions

BERTopic BERTopic is a topic modeling technique that leverages 🤗 transformers and c-TF-IDF to create dense clusters allowing for easily interpretable

3.6k Jan 07, 2023

Practical Machine Learning with Python

Master the essential skills needed to recognize and solve complex real-world problems with Machine Learning and Deep Learning by leveraging the highly popular Python Machine Learning Eco-system.

2k Jan 08, 2023

NLP project that works with news (NER, context generation, news trend analytics)

СоАвтор СоАвтор – платформа и открытый набор инструментов для редакций и журналистов-фрилансеров, который призван сделать процесс создания контента ма

38 Jan 04, 2023

A pytorch implementation of the ACL2019 paper "Simple and Effective Text Matching with Richer Alignment Features".

RE2 This is a pytorch implementation of the ACL 2019 paper "Simple and Effective Text Matching with Richer Alignment Features". The original Tensorflo

286 Jan 02, 2023

🤖 Basic Financial Chatbot with handoff ability built with Rasa

Financial Services Example Bot This is an example chatbot demonstrating how to build AI assistants for financial services and banking with Rasa. It in

4 Aug 10, 2022

Need: Image Search With Python

Need: Image Search The problem is that a user needs to search for a specific ima

1 Dec 30, 2021

A deep learning-based translation library built on Huggingface transformers

DL Translate A deep learning-based translation library built on Huggingface transformers and Facebook's mBART-Large 💻 GitHub Repository 📚 Documentat

244 Dec 30, 2022

Research code for the paper "Fine-tuning wav2vec2 for speaker recognition"

Fine-tuning wav2vec2 for speaker recognition This is the code used to run the experiments in https://arxiv.org/abs/2109.15053. Detailed logs of each t

103 Dec 26, 2022

In this project, we aim to achieve the task of predicting emojis from tweets. We aim to investigate the relationship between words and emojis.

Making Emojis More Predictable by Karan Abrol, Karanjot Singh and Pritish Wadhwa, Natural Language Processing (CSE546) under the guidance of Dr. Shad

2 Jan 17, 2022