IEEE/ICACT20260070 Slide.24        [Big Slide]       Oral Presentation
Several promising directions for future research have been identified. Plans include incorporating newer LMMs such as LLaMA 4 or Mistral to further improve dataset quality and diversity . Future work will also explore larger feature extraction architectures, like ConvNext-Large, to enhance cross-modal alignment. Finally, the interpretation module is intended to evolve from generating static single-round descriptions to supporting multi-turn interactive dialogue . This would allow users to ask follow-up questions about specific image regions, making the system a more powerful tool for analysis.

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