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Multimodal question answering/Ushahidi
Rekodi ya ushahidi wa mbinu

Multimodal question answering

Multimodal question answering (Multimodal QA) is a class of deep-learning methods that answer natural-language questions by jointly reasoning over information from multiple modalities — most commonly text and images, but also video, audio, and structured tables. Introduced prominently through the VQA benchmark in 2015, it has since expanded into a broad research area powering document understanding, medical diagnosis assistance, and embodied AI.

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Multimodal Question Answering (Cross-Modal QA)
Rekodi ya mbinu ya kiajenda · ml-model / deep-learning
  • Antol, S., Agrawal, A., Lu, J., Mitchell, M., Batra, D., Zitnick, C. L., & Parikh, D. (2015). VQA: Visual Question Answering. Proceedings of the IEEE International Conference on Computer Vision (ICCV), 2425–2433. · DOI 10.1109/ICCV.2015.279
  • Xu, P., Zhu, X., & Clifton, D. A. (2023). Multimodal learning with transformers: A survey. IEEE Transactions on Pattern Analysis and Machine Intelligence, 45(10), 12113–12132. · DOI 10.1109/TPAMI.2023.3275156
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Taxonomic bucketBERT-based Classificationmachine-suggested · Relational suggestion, not evidence.Taxonomic bucketMultimodal BERT-based Classificationmachine-suggested · Relational suggestion, not evidence.Taxonomic bucketMultimodal Sentence Embeddingsmachine-suggested · Relational suggestion, not evidence.Taxonomic bucketMultimodal Text Summarizationmachine-suggested · Relational suggestion, not evidence.Taxonomic bucketMultimodal Transformermachine-suggested · Relational suggestion, not evidence.

Hali ya ushahidi

Sources recorded, not reviewed

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