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Xuehai Bai

3 accepted papers

2026

MCIE: Multimodal LLM-Driven Complex Instruction Image Editing with Spatial Guidance

AAAI 2026technical

Recent advances in instruction-based image editing have shown remarkable progress. However, existing methods remain limited to relatively simple editing operations, hindering real-world applications that require complex and compositional instructions. In this work, we address these limitations from

Cited by 0SourcePDFScholar
2026

OpenGPT-4o-Image: A Comprehensive Dataset for Advanced Image Generation and Editing

ICML 2026poster

The performance of unified multimodal models for image generation and editing is fundamentally constrained by the quality and comprehensiveness of their training data. While existing datasets have covered basic tasks like style transfer and simple object manipulation, they often lack the systematic …

Cited by 0SourceScholar
2025

FPSAttention: Training-Aware FP8 and Sparsity Co-Design for Fast Video Diffusion

NeurIPS 2025spotlight

Diffusion generative models have become the standard for producing high-quality, coherent video content, yet their slow inference speeds and high computational demands hinder practical deployment. Although both quantization and sparsity can independently accelerate inference while maintaining genera…

Cited by 0SourceScholar