Papers by Uttaran Bhattacharya
TAME-RD: Text Assisted Replication of Image Multi-Adjustments for Reverse Designing (2024.findings-acl)
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Pooja Guhan, Uttaran Bhattacharya, Somdeb Sarkhel, Vahid Azizi, Xiang Chen, Saayan Mitra, Aniket Bera, Dinesh Manocha
| Challenge: | a new model to reverse design images can be used to replicate image edits on other images based on human instructions in natural language . a study of a dataset of 100K source and edited images shows improvements in accuracy and concordance correlation coefficient . |
| Approach: | They propose a reverse-designing model that automatically learns from image editing operations and natural language instructions to learn fully specified edit operations. |
| Outcome: | The proposed model improves accuracy and concordance correlation scores on multiple datasets. |