A question-conditioned frequency-domain fusion module adds about 3 to 4 exact-match points over the authors' own non-frequency baseline on two medical VQA benchmarks, but the full model remains far below published state of the art.
Frequency Spectrum Is More Effective for Multimodal Representation and Fusion: A Multimodal Spectrum Rumor Detector
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Frequency-Domain Dual-Branch Fusion for Medical Visual Question Answering
A question-conditioned frequency-domain fusion module adds about 3 to 4 exact-match points over the authors' own non-frequency baseline on two medical VQA benchmarks, but the full model remains far below published state of the art.