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Yang Xue

7 accepted papers

2026

MosaicDoc: A Large-Scale Bilingual Benchmark for Visually Rich Document Understanding

AAAI 2026technical

Despite the rapid progress of Vision-Language Models (VLMs), their capabilities are inadequately assessed by existing benchmarks, which are predominantly English-centric, feature simplistic layouts, and support limited tasks. Consequently, they fail to evaluate model performance for Visually Rich Do

Cited by 0SourcePDFScholar
2024

DocNLC: A Document Image Enhancement Framework with Normalized and Latent Contrastive Representation for Multiple Degradations

AAAI 2024technical

Document Image Enhancement (DIE) remains challenging due to the prevalence of multiple degradations in document images captured by cameras. In this paper, we respond an interesting question: can the performance of pre-trained models and downstream DIE models be improved if they are bootstrapped usin…

2024

M2Doc: A Multi-Modal Fusion Approach for Document Layout Analysis

AAAI 2024technical

Document layout analysis is a crucial step for intelligent document understanding. However, many existing methods primarily focus on the visual aspects and overlook the textual features of documents. Although document pre-trained models utilize multi-modal features during the pre-training phase, the…

2023

Online Map Vectorization for Autonomous Driving: A Rasterization Perspective

NeurIPS 2023poster

High-definition (HD) vectorized map is essential for autonomous driving, providing detailed and precise environmental information for advanced perception and planning. However, current map vectorization methods often exhibit deviations, and the existing evaluation metric for map vectorization lacks…

2021

Proactive Interaction Framework for Intelligent Social Receptionist Robots

ICRA 2021poster

Proactive human-robot interaction (HRI) allows the receptionist robots to actively greet people and offer services based on vision, which has been found to improve acceptability and customer satisfaction. Existing approaches are either based on multi-stage decision processes or based on end-to-end d…

Cited by 13SourcecodeScholar