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Xinyu Cheng

3 accepted papers

2026

DEIG: Detail-Enhanced Instance Generation with Fine-Grained Semantic Control

AAAI 2026technical

Multi-Instance Generation has advanced significantly in spatial placement and attribute binding. However, existing approaches still face challenges in fine-grained semantic understanding, particularly when dealing with complex textual descriptions.To overcome these limitations, we propose DEIG, a no

Cited by 0SourcePDFScholar
2024

GTSinger: A Global Multi-Technique Singing Corpus with Realistic Music Scores for All Singing Tasks

NeurIPS 2024spotlight

The scarcity of high-quality and multi-task singing datasets significantly hinders the development of diverse controllable and personalized singing tasks, as existing singing datasets suffer from low quality, limited diversity of languages and singers, absence of multi-technique information and real…

2024

V-PETL Bench: A Unified Visual Parameter-Efficient Transfer Learning Benchmark

NeurIPS 2024poster

Parameter-efficient transfer learning (PETL) methods show promise in adapting a pre-trained model to various downstream tasks while training only a few parameters. In the computer vision (CV) domain, numerous PETL algorithms have been proposed, but their direct employment or comparison remains incon…

Cited by 12SourcePDFScholar