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Visual Question Answering (VQA) systems are tasked with answering natural language questions corresponding to a presented image. Traditional VQA datasets typically contain questions related to the spatial information of objects, object…

Computation and Language · Computer Science 2020-06-05 Goonmeet Bajaj , Bortik Bandyopadhyay , Daniel Schmidt , Pranav Maneriker , Christopher Myers , Srinivasan Parthasarathy

The importance of Scene Text Recognition (STR) in today's increasingly digital world cannot be overstated. Given the significance of STR, data intensive deep learning approaches that auto-learn feature mappings have primarily driven the…

Computer Vision and Pattern Recognition · Computer Science 2024-03-18 Harsh Lunia , Ajoy Mondal , C V Jawahar

We address the problem of scarcity of educational Arabic Language Learning tools that advocate modern pedagogical models such as active learning which ensures language proficiency. In fact, we investigate the design and evaluation of an…

Artificial Intelligence · Computer Science 2025-08-06 Khaled Bachir Delassi , Lakhdar Zeggane , Hadda Cherroun , Abdelhamid Haouhat , Kaoutar Bouzouad

The open-ended question answering task of Text-VQA often requires reading and reasoning about rarely seen or completely unseen scene-text content of an image. We address this zero-shot nature of the problem by proposing the generalized use…

Computer Vision and Pattern Recognition · Computer Science 2022-07-18 Arka Ujjal Dey , Ernest Valveny , Gaurav Harit

Road scene understanding is crucial in autonomous driving, enabling machines to perceive the visual environment. However, recent object detectors tailored for learning on datasets collected from certain geographical locations struggle to…

Computer Vision and Pattern Recognition · Computer Science 2024-02-13 Hasib Zunair , Shakib Khan , A. Ben Hamza

In recent years, people have increasingly used AI to help them with their problems by asking questions on different topics. One of these topics can be software-related and programming questions. In this work, we focus on the questions which…

Computer Vision and Pattern Recognition · Computer Science 2024-05-20 Motahhare Mirzaei , Mohammad Javad Pirhadi , Sauleh Eetemadi

We call on the Document AI (DocAI) community to reevaluate current methodologies and embrace the challenge of creating more practically-oriented benchmarks. Document Understanding Dataset and Evaluation (DUDE) seeks to remediate the halted…

We propose Encyclopedic-VQA, a large scale visual question answering (VQA) dataset featuring visual questions about detailed properties of fine-grained categories and instances. It contains 221k unique question+answer pairs each matched…

Computer Vision and Pattern Recognition · Computer Science 2023-07-25 Thomas Mensink , Jasper Uijlings , Lluis Castrejon , Arushi Goel , Felipe Cadar , Howard Zhou , Fei Sha , André Araujo , Vittorio Ferrari

This literature review surveys the advancements of keyword spotting (KWS) technologies, specifically focusing on Urdu, Pakistan's low-resource language (LRL), which has complex phonetics. Despite the global strides in speech technology,…

Audio and Speech Processing · Electrical Eng. & Systems 2024-09-26 Syed Muhammad Aqdas Rizvi

Bridging linguistic gaps fosters global growth and cultural exchange. This study addresses the challenges of Roman Urdu -- a Latin-script adaptation of Urdu widely used in digital communication -- by creating a novel parallel dataset…

Computation and Language · Computer Science 2024-12-24 Mohammed Furqan , Raahid Bin Khaja , Rayyan Habeeb

Urdu toxic span detection remains limited because most existing systems rely on sentence-level classification and fail to identify the specific toxic spans within those text. It is further exacerbated by the multiple factors i.e. lack of…

Computation and Language · Computer Science 2026-03-06 Inayat Arshad , Fajar Saleem , Ijaz Hussain

The complex compositional structure of language makes problems at the intersection of vision and language challenging. But language also provides a strong prior that can result in good superficial performance, without the underlying models…

Computation and Language · Computer Science 2016-04-20 Peng Zhang , Yash Goyal , Douglas Summers-Stay , Dhruv Batra , Devi Parikh

Visual Question Answering (VQA) is a fundamental multimodal task that requires models to jointly understand visual and textual information. Early VQA systems relied heavily on language biases, motivating subsequent work to emphasize visual…

Computer Vision and Pattern Recognition · Computer Science 2026-03-12 Nguyen Anh Tuong , Phan Ba Duc , Nguyen Trung Quoc , Tran Dac Thinh , Dang Duy Lan , Nguyen Quoc Thinh , Tung Le

Scene text recognition (STR) and handwritten text recognition (HTR) face significant challenges in accurately transcribing textual content from images into machine-readable formats. Conventional OCR models often predict transcriptions…

Computer Vision and Pattern Recognition · Computer Science 2026-03-05 Xu Yao , Lei Kang

No published work on visual question answering (VQA) accounts for ambiguity regarding where the content described in the question is located in the image. To fill this gap, we introduce VQ-FocusAmbiguity, the first VQA dataset that visually…

Computer Vision and Pattern Recognition · Computer Science 2025-08-01 Chongyan Chen , Yu-Yun Tseng , Zhuoheng Li , Anush Venkatesh , Danna Gurari

Understanding and reasoning over text within visual contexts poses a significant challenge for Vision-Language Models (VLMs), given the complexity and diversity of real-world scenarios. To address this challenge, text-rich Visual Question…

Computer Vision and Pattern Recognition · Computer Science 2025-09-03 Taebaek Hwang , Minseo Kim , Gisang Lee , Seonuk Kim , Hyunjun Eun

Visual Question Answering (VQA) is challenging due to the complex cross-modal relations. It has received extensive attention from the research community. From the human perspective, to answer a visual question, one needs to read the…

Computer Vision and Pattern Recognition · Computer Science 2020-10-20 Hantao Huang , Tao Han , Wei Han , Deep Yap , Cheng-Ming Chiang

This paper gives the overview of the first shared task at FIRE 2020 on fake news detection in the Urdu language. This is a binary classification task in which the goal is to identify fake news using a dataset composed of 900 annotated news…

Computation and Language · Computer Science 2022-07-27 Maaz Amjad , Grigori Sidorov , Alisa Zhila , Alexander Gelbukh , Paolo Rosso

Text removal is a crucial task in computer vision with applications such as privacy preservation, image editing, and media reuse. While existing research has primarily focused on scene text removal in natural images, limitations in current…

Computer Vision and Pattern Recognition · Computer Science 2025-10-06 Jan Zdenek , Wataru Shimoda , Kota Yamaguchi

Medical Visual Question Answering (MedVQA) presents a significant opportunity to enhance diagnostic accuracy and healthcare delivery by leveraging artificial intelligence to interpret and answer questions based on medical images. In this…

Computer Vision and Pattern Recognition · Computer Science 2024-09-10 Xiaoman Zhang , Chaoyi Wu , Ziheng Zhao , Weixiong Lin , Ya Zhang , Yanfeng Wang , Weidi Xie
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