Papers by Vatsal Malaviya
AcT2I: Evaluating and Improving Action Depiction in Text-to-Image Models (2025.emnlp-main)
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| Challenge: | Text-to-Image (T2I) models have been successful in generating images from textual descriptions, but they struggle to capture nuanced and implicit attributes inherent in action depiction. |
| Approach: | They propose a benchmark to evaluate the performance of T2I models in generating images from action-centric prompts. |
| Outcome: | The proposed model achieves an increase of 72% on AcT2I. |