Papers by Scott Grafton
SSCR: Iterative Language-Based Image Editing via Self-Supervised Counterfactual Reasoning (2020.emnlp-main)
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| Challenge: | Iterative language-based image editing (ILBIE) tasks follow iterative instructions to edit images step by step. data scarcity makes learning the association between vision and language challenging. |
| Approach: | They propose a framework that incorporates counterfactual thinking to overcome data scarcity by combining out-of-distribution instructions with previous images. |
| Outcome: | The proposed model improves the correctness of ILBIE on two IBLIE datasets, even with only 50% of the training data. |