Webrequire world knowledge about the named entities present in the image, and also reason over such knowledge. We re-fer to this problem as knowledge-aware VQA (KVQA). De-spite having many real-world applications, this problem has not been explored in literature, and existing datasets as well as methods are inadequate. This calls for the need of a new WebOK-VQA (Outside Knowledge Visual Question Answering) Introduced by Marino et al. in OK-VQA: A Visual Question Answering Benchmark Requiring External Knowledge Outside Knowledge Visual Question Answering (OK-VQA) includes more than 14,000 questions that require external knowledge to answer.
attention_knowledge_vqa/test_questions_vector.json at master ...
WebOct 18, 2024 · Knowledge-based visual question answering (VQA) involves answering questions that require external knowledge not present in the image. Existing methods first retrieve knowledge from... WebThese knowledge features can typically be used in the following potential application scenarios: Model-based knowledge search. MuKEA is capable of retrieving relevant knowledge for multimodal input. Knowledge-based vision-language tasks, such as image caption, referring expression comprehension, vision-language navigation etc. toko hp xiaomi di gorontalo
Abstract - arxiv.org
WebThis paper revisits visual representation in knowledge-based visual question answering (VQA) and demonstrates that using regional information in a better way can significantly improve the performance. While visual representation is extensively studied in traditional VQA, it is under-explored in knowledge-based VQA even though these two tasks share the … Web1 day ago · A growing number of European Central Bank policymakers are calling for the bank to stop reinvesting cash into its largest bond buying scheme, to help trim its balance … WebKnowledge-based Visual Question Answering (VQA) expects models to rely on external knowledge for robust answer prediction. Though significant it is, this paper discovers several leading factors impeding the advancement of current state-of-the-art methods. tokoh suci cao dai