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General AI Systems and Interaction Design / Scene-Based Sketch Understanding and Recognition

How can model dependence on large datasets be reduced while achieving user-customized speech enhancement?

helpResearch questionScene-Based Sketch Understanding and Recognition

UbiComp '24TRAMBA: A Hybrid Transformer and Mamba Architecture for Practical Audio and Bone Conduction Speech Super Resolution and Enhancement on Mobile and Wearable Platforms

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helpResearch questionScene-Based Sketch Understanding and Recognition

How do existing sketch recognition methods ignore scene-level context and focus only on individual objects?

IUI '25CGAT-Net: Context-Aware Graph Attention Transformer Network for Scene Sketch Recognition

helpResearch questionScene-Based Sketch Understanding and Recognition

How can deep learning models (e.g., Transformer) improve sketch recognition accuracy with scene context?

IUI '25CGAT-Net: Context-Aware Graph Attention Transformer Network for Scene Sketch Recognition

helpResearch questionScene-Based Sketch Understanding and Recognition

How much do spatial relationships in scenes (e.g., distance, occlusion, size ratio) affect sketch classification performance?

IUI '25CGAT-Net: Context-Aware Graph Attention Transformer Network for Scene Sketch Recognition

helpResearch questionScene-Based Sketch Understanding and Recognition

How can efficient bone-conduction speech enhancement and super-resolution be achieved on mobile and wearable devices?

UbiComp '24TRAMBA: A Hybrid Transformer and Mamba Architecture for Practical Audio and Bone Conduction Speech Super Resolution and Enhancement on Mobile and Wearable Platforms

helpResearch questionScene-Based Sketch Understanding and Recognition

Can combining Transformer and Mamba architectures improve speech enhancement performance while reducing resource consumption?

UbiComp '24TRAMBA: A Hybrid Transformer and Mamba Architecture for Practical Audio and Bone Conduction Speech Super Resolution and Enhancement on Mobile and Wearable Platforms

helpResearch questionScene-Based Sketch Understanding and Recognition

How can smartphone screen UI layout data be automatically cleaned and standardized?

CHI '22Learning to Denoise Raw Mobile UI Layouts for Improving Datasets at Scale

How can model dependence on large datasets be reduced while achieving user-customized speech enhancement?

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CGAT-Net: Context-Aware Graph Attention Transformer Network for Scene Sketch Recognition

Learning to Denoise Raw Mobile UI Layouts for Improving Datasets at Scale