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Yupeng Zhou

9 accepted papers

2025

AR-1-to-3: Single Image to Consistent 3D Object via Next-View Prediction

ICCV 2025poster

Novel view synthesis (NVS) is a cornerstone for image-to-3d creation. However, existing works still struggle to maintain consistency between the generated views and the input views, especially when there is a significant camera pose difference, leading to poor-quality 3D geometries and textures. We…

2025

Multi-type MOOCs Recommendation: Leveraging Deep Multi-Relational Representation and Hierarchical Reasoning

AAAI 2025technical

Massive open online courses (MOOCs) recommendation provides online courses tailored to learners' individual preferences. Existing literature is limited by: 1) Ignoring the interrelations among courses, knowledge concepts, and videos, which leads to suboptimal recommendation performance; 2) Neglectin…

Cited by 0SourcePDFScholar
2025

On-Board Vision-Language Models (VLMs) for Personalized Motion Control of Autonomous Vehicles

IROS 2025

Personalized driving refers to an autonomous vehicle’s ability to adapt its driving behavior or control strategies to match individual users’ preferences and driving styles while maintaining safety and comfort standards. However, existing works either fail to capture every individual’s preference pr

Cited by 1SourceScholar
2025

Structure-Aware Handwritten Text Recognition via Graph-Enhanced Cross-Modal Mutual Learning

IJCAI 2025

Existing handwriting recognition methods only focus on learning visual patterns by modeling low-level relationships of adjacent pixels, while overlooking the intrinsic geometric structures of characters. In this paper, we propose a novel graph-enhanced cross-modal mutual learning network GCM to full

Cited by 0SourcePDFScholar
2024

MRMLREC: A Two-Stage Approach for Addressing Data Sparsity in MOOC Video Recommendation (Student Abstract)

AAAI 2024technical

With the abundance of learning resources available on massive open online courses (MOOCs) platforms, the issue of interactive data sparsity has emerged as a significant challenge.This paper introduces MRMLREC, an efficient MOOC video recommendation which consists of two main stages: multi-relational…

Cited by 4SourcePDFScholar
2024

StoryDiffusion: Consistent Self-Attention for Long-Range Image and Video Generation

NeurIPS 2024spotlight

For recent diffusion-based generative models, maintaining consistent content across a series of generated images, especially those containing subjects and complex details, presents a significant challenge. In this paper, we propose a simple but effective self-attention mechanism, termed Consistent S…

2023

SRFormer: Permuted Self-Attention for Single Image Super-Resolution

ICCV 2023poster

Previous works have shown that increasing the window size for Transformer-based image super-resolution models (e.g., SwinIR) can significantly improve the model performance but the computation overhead is also considerable. In this paper, we present SRFormer, a simple but novel method that can enjoy…

Cited by 216PDFcodeScholar
2022

HEA-D: A Hybrid Evolutionary Algorithm for Diversified Top-k Weight Clique Search Problem

IJCAI 2022poster

The diversified top-k weight clique (DTKWC) search problem is an important generalization of the diversified top-k clique (DTKC) search problem with extensive applications, which extends the DTKC search problem by taking into account the weight of vertices. In this paper, we formulate DTKWC search p…

2022

NukCP: An Improved Local Search Algorithm for Maximum k-Club Problem

AAAI 2022technical

The maximum k-club problem (MkCP) is an important clique relaxation problem with wide applications. Previous MkCP algorithms only work on small-scale instances and are not applicable for large-scale instances. For solving instances with different scales, this paper develops an efficient local search…