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20242026
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cs.CV2026

Benchmarking Semantic Segmentation Models via Appearance and Geometry Attribute Editing

Zijin Yin, Bing Li, Kongming Liang +4

Semantic segmentation takes pivotal roles in various applications such as autonomous driving and medical image analysis. When deploying segmentation models in practice, it is criti…

cs.CV2025

Harnessing Caption Detailness for Data-Efficient Text-to-Image Generation

Xinran Wang, Muxi Diao, Yuanzhi Liu +4

Training text-to-image (T2I) models with detailed captions can significantly improve their generation quality. Existing methods often rely on simplistic metrics like caption length…

cs.CV2025

ConMo: Controllable Motion Disentanglement and Recomposition for Zero-Shot Motion Transfer

Jiayi Gao, Zijin Yin, Changcheng Hua +5

The development of Text-to-Video (T2V) generation has made motion transfer possible, enabling the control of video motion based on existing footage. However, current methods have t…

cs.CV2025

Detailed Object Description with Controllable Dimensions

Xinran Wang, Haiwen Zhang, Baoteng Li +5

Object description plays an important role for visually impaired individuals to understand and compare the differences between objects. Recent multimodal large language models(MLLM…

cs.CV2024

Efficient Face Super-Resolution via Wavelet-based Feature Enhancement Network

Wenjie Li, Heng Guo, Xuannan Liu +4

Face super-resolution aims to reconstruct a high-resolution face image from a low-resolution face image. Previous methods typically employ an encoder-decoder structure to extract f…