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๐Ÿ’  Compositional Learning Journal Club

Join us this week for an in-depth discussion on Compositional Learning in the context of cutting-edge text-to-image generative models. We will explore recent breakthroughs and challenges, focusing on how these models handle compositional tasks and where improvements can be made.

โœ… This Week's Presentation:

๐Ÿ”น Title: Object-Attribute Binding in Text-to-Image Generation: Evaluation and Control

๐Ÿ”ธ Presenter: Arshia Hemmat

๐ŸŒ€ Abstract:
This presentation introduces advancements in addressing compositional challenges in text-to-image (T2I) generation models. Current diffusion models often struggle to associate attributes accurately with the intended objects based on text prompts. To address this, a new Edge Prediction Vision Transformer (EPViT) is introduced for improved image-text alignment evaluation. Additionally, the proposed Focused Cross-Attention (FCA) mechanism uses syntactic constraints from input sentences to enhance visual attention maps. DisCLIP embeddings further disentangle multimodal embeddings, improving attribute-object alignment. These innovations integrate seamlessly into state-of-the-art diffusion models, enhancing T2I generation quality without additional model training.

๐Ÿ“„ Paper: Object-Attribute Binding in Text-to-Image Generation: Evaluation and Control


Session Details:
- ๐Ÿ“… Date: Sunday
- ๐Ÿ•’ Time: 5:00 - 6:00 PM
- ๐ŸŒ Location: Online at vc.sharif.edu/ch/rohban


We look forward to your participation! โœŒ๏ธ



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๐Ÿ’  Compositional Learning Journal Club

Join us this week for an in-depth discussion on Compositional Learning in the context of cutting-edge text-to-image generative models. We will explore recent breakthroughs and challenges, focusing on how these models handle compositional tasks and where improvements can be made.

โœ… This Week's Presentation:

๐Ÿ”น Title: Object-Attribute Binding in Text-to-Image Generation: Evaluation and Control

๐Ÿ”ธ Presenter: Arshia Hemmat

๐ŸŒ€ Abstract:
This presentation introduces advancements in addressing compositional challenges in text-to-image (T2I) generation models. Current diffusion models often struggle to associate attributes accurately with the intended objects based on text prompts. To address this, a new Edge Prediction Vision Transformer (EPViT) is introduced for improved image-text alignment evaluation. Additionally, the proposed Focused Cross-Attention (FCA) mechanism uses syntactic constraints from input sentences to enhance visual attention maps. DisCLIP embeddings further disentangle multimodal embeddings, improving attribute-object alignment. These innovations integrate seamlessly into state-of-the-art diffusion models, enhancing T2I generation quality without additional model training.

๐Ÿ“„ Paper: Object-Attribute Binding in Text-to-Image Generation: Evaluation and Control


Session Details:
- ๐Ÿ“… Date: Sunday
- ๐Ÿ•’ Time: 5:00 - 6:00 PM
- ๐ŸŒ Location: Online at vc.sharif.edu/ch/rohban


We look forward to your participation! โœŒ๏ธ

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