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Binbin Yang

7 accepted papers

2026

DreamShot: Personalized Storyboard Synthesis with Video Diffusion Prior

CVPR 2026

Storyboard synthesis plays a crucial role in visual storytelling, aiming to generate coherent shot sequences that visually narrate cinematic events with consistent characters, scenes, and transitions. However, existing approaches are mostly adapted from text-to-image diffusion models, which struggle

Cited by 0SourceScholar
2026

SAM2Text: Towards Prompt-Free and Multi-Resolution Video Scene Text Segmentation

CVPR 2026

We introduce a novel method for video Scene Text Segmentation (STS), a task critical for understanding dynamic visual content. Despite the success of foundation models like Segment Anything Model 2 (SAM2) in generic segmentation, their application to video STS is hindered by the reliance on external

Cited by 0SourcecodeScholar
2026

Unveiling Perceptual Artifacts: A Fine-Grained Benchmark for Interpretable AI-Generated Image Detection

ICLR 2026poster

Current AI-Generated Image (AIGI) detection approaches predominantly rely on binary classification to distinguish real from synthetic images, often lacking interpretable or convincing evidence to substantiate their decisions. This limitation stems from existing AIGI detection benchmarks, which, desp…

Cited by 0SourcecodeScholar
2025

Are High-Quality AI-Generated Images More Difficult for Models to Detect?

ICML 2025poster

The remarkable evolution of generative models has enabled the generation of high-quality, visually attractive images, often perceptually indistinguishable from real photographs to human eyes. This has spurred significant attention on AI-generated image (AIGI) detection. Intuitively, higher image qua…

2023

DiffCloth: Diffusion Based Garment Synthesis and Manipulation via Structural Cross-modal Semantic Alignment

ICCV 2023poster

Cross-modal garment synthesis and manipulation will significantly benefit the way fashion designers generate garments and modify their designs via flexible linguistic interfaces. However, despite the significant progress that has been made in generic image synthesis using diffusion models, producing…

Cited by 17PDFScholar
2023

LAW-Diffusion: Complex Scene Generation by Diffusion with Layouts

ICCV 2023poster

Thanks to the rapid development of diffusion models, unprecedented progress has been witnessed in image synthesis. Prior works mostly rely on pre-trained linguistic models, but a text is often too abstract to properly specify all the spatial properties of an image, e.g., the layout configuration of…

Cited by 14PDFScholar
2022

Continual Object Detection via Prototypical Task Correlation Guided Gating Mechanism

CVPR 2022poster

Continual learning is a challenging real-world problem for constructing a mature AI system when data are provided in a streaming fashion. Despite recent progress in continual classification, the researches of continual object detection are impeded by the diverse sizes and numbers of objects in each…

Cited by 44PDFcodeScholar