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Rethinking Convolutional Semantics for Image Caption Generation Beyond Recurrent Paradigms

2025-10-22

Abstract excerpt

The task of automatically generating natural language descriptions for images has become a cornerstone in bridging visual perception and linguistic understanding. While Recurrent Neural Networks (RNNs) and their variants such as LSTMs have long dominated the decoder component in image captioning systems, recent explorations suggest that Convolutional Neural Networks (CNNs) can serve as viable alternatives. However...

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Literature Corpus work
607c1058-7bab-523d-b25a-3bf11ad65b1f
DOI
10.20944/preprints202510.1744.v1
Open publication

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Rethinking Convolutional Semantics for Image Caption Generation Beyond Recurrent ParadigmsDOI 10.20944/preprints202510.1744.v1
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