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Sherry X Chen

4 accepted papers

2025

ADIEE: Automatic Dataset Creation and Scorer for Instruction-Guided Image Editing Evaluation

ICCV 2025poster

Recent advances in instruction-guided image editing underscore the need for effective automated evaluation. While Vision-Language Models (VLMs) have been explored as judges, open-source models struggle with alignment, and proprietary models lack transparency and cost efficiency. Additionally, no pub…

2025

Instruct-CLIP: Improving Instruction-Guided Image Editing with Automated Data Refinement Using Contrastive Learning

CVPR 2025poster

Although natural language instructions offer an intuitive way to guide automated image editing, deep-learning models often struggle to achieve high-quality results, largely due to the difficulty of creating large, high-quality training datasets. To do this, previous approaches have typically relied…

2024

TiNO-Edit: Timestep and Noise Optimization for Robust Diffusion-Based Image Editing

CVPR 2024poster

Despite many attempts to leverage pre-trained text-to-image models (T2I) like Stable Diffusion (SD) for controllable image editing producing good predictable results remains a challenge. Previous approaches have focused on either fine-tuning pre-trained T2I models on specific datasets to generate ce…