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cs.CV2026

From Corpora to Co-Evolving Capabilities: Capability-Centric Data Design for Generalist Image Generation

Xingjian Wang, Zhao Wang, Taihang Hu +17

Large-scale image generation has benefited from advances in data scale, quality, rebalancing, and recaptioning, yet conventional pipelines typically optimize task-specific datasets…

cs.CV2026

Exploring the Performance Frontier of Compact Unified Image Generation Models

Taihang Hu, Zhao Wang, Zuan Gao +20

We present Swift-Image, a compact unified model for text-to-image generation, single-image editing, and multi-image editing. Our goal is to explore how far a relatively small visua…

cs.CV2026

CPI-Bench: A Comprehensive, Practical and Intelligent Benchmark for Real-World Image Editing

Qinye Zhou, Jun Zheng, Yongchao Du +17

With the rapid advancement of image editing models and their widespread application across various domains, there is an increasingly urgent need to deploy these model capabilities…

cs.CV2026

Tstars-Tryon 1.0: Robust and Realistic Virtual Try-On for Diverse Fashion Items

Mengting Chen, Zhengrui Chen, Yongchao Du +16

Recent advances in image generation and editing have opened new opportunities for virtual try-on. However, existing methods still struggle to meet complex real-world demands. We pr…

cs.CV2019

Mobile Video Action Recognition

Yuqi Huo, Xiaoli Xu, Yao Lu +3

Video action recognition, which is topical in computer vision and video analysis, aims to allocate a short video clip to a pre-defined category such as brushing hair or climbing st…