Articles with "vqa" as a keyword



Making Video Quality Assessment Models Sensitive to Frame Rate Distortions

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Published in 2022 at "IEEE Signal Processing Letters"

DOI: 10.1109/lsp.2022.3162159

Abstract: We consider the problem of capturing distortions arising from changes in frame rate as part of Video Quality Assessment (VQA). Variable frame rate (VFR) videos have become much more common, and streamed videos commonly range… read more here.

Keywords: rate distortions; frame rate; video quality; rate ... See more keywords

Learning Spatiotemporal Interactions for User-Generated Video Quality Assessment

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Published in 2023 at "IEEE Transactions on Circuits and Systems for Video Technology"

DOI: 10.1109/tcsvt.2022.3207148

Abstract: Distortions from spatial and temporal domains have been identified as the dominant factors that govern the visual quality. Though both have been studied independently in deep learning-based user-generated content (UGC) video quality assessment (VQA) by… read more here.

Keywords: quality; video quality; quality assessment; vqa ... See more keywords

Answer Again: Improving VQA With Cascaded-Answering Model

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Published in 2022 at "IEEE Transactions on Knowledge and Data Engineering"

DOI: 10.1109/tkde.2020.2998805

Abstract: Visual Question Answering (VQA) is a very challenging task, which requires to understand visual images and natural language questions simultaneously. In the open-ended VQA task, most previous solutions focus on understanding the question and image… read more here.

Keywords: cascaded answering; answer; vqa; model ... See more keywords

LBF-VQA: Towards Language Bias-Free Visual Question Answering With Multi-Space Collaborative Debiasing

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Published in 2025 at "IEEE Transactions on Knowledge and Data Engineering"

DOI: 10.1109/tkde.2025.3613421

Abstract: Visual Question Answering (VQA), aimed at improving AI-driven interactions and solving complex visual-linguistic tasks, has increasingly garnered attention as a pivotal research domain in both academic and industrial spheres. Despite progress in VQA, current studies… read more here.

Keywords: language bias; vqa; language; space collaborative ... See more keywords

Knowledge-Routed Visual Question Reasoning: Challenges for Deep Representation Embedding

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Published in 2021 at "IEEE transactions on neural networks and learning systems"

DOI: 10.1109/tnnls.2020.3045034

Abstract: Though beneficial for encouraging the visual question answering (VQA) models to discover the underlying knowledge by exploiting the input-output correlation beyond image and text contexts, the existing knowledge VQA data sets are mostly annotated in… read more here.

Keywords: vqa; question; visual question; model ... See more keywords