Search Results for author: Ruqi Huang

Found 15 papers, 7 papers with code

SRIF: Semantic Shape Registration Empowered by Diffusion-based Image Morphing and Flow Estimation

1 code implementation18 Sep 2024 Mingze Sun, Chen Guo, Puhua Jiang, Shiwei Mao, Yurun Chen, Ruqi Huang

In this paper, we propose SRIF, a novel Semantic shape Registration framework based on diffusion-based Image morphing and Flow estimation.

Image Morphing

Combo: Co-speech holistic 3D human motion generation and efficient customizable adaptation in harmony

no code implementations18 Aug 2024 Chao Xu, Mingze Sun, Zhi-Qi Cheng, Fei Wang, Yang Liu, Baigui Sun, Ruqi Huang, Alexander Hauptmann

For the former, we propose to pre-train on data regarding a fixed identity with neutral emotion, and defer the incorporation of customizable conditions (identity and emotion) to fine-tuning stage, which is boosted by our novel X-Adapter for parameter-efficient fine-tuning.

Motion Generation parameter-efficient fine-tuning

Unsupervised Non-Rigid Point Cloud Matching through Large Vision Models

no code implementations16 Aug 2024 Zhangquan Chen, Puhua Jiang, Ruqi Huang

In this paper, we propose a novel learning-based framework for non-rigid point cloud matching, which can be trained purely on point clouds without any correspondence annotation but also be extended naturally to partial-to-full matching.

DynamicTrack: Advancing Gigapixel Tracking in Crowded Scenes

no code implementations26 Jul 2024 Yunqi Zhao, Yuchen Guo, Zheng Cao, Kai Ni, Ruqi Huang, Lu Fang

In this paper, we introduce DynamicTrack, a dynamic tracking framework designed to address gigapixel tracking challenges in crowded scenes.

Contrastive Learning

XScale-NVS: Cross-Scale Novel View Synthesis with Hash Featurized Manifold

no code implementations CVPR 2024 Guangyu Wang, Jinzhi Zhang, Fan Wang, Ruqi Huang, Lu Fang

We also introduce a novel dataset, namely GigaNVS, to benchmark cross-scale, high-resolution novel view synthesis of realworld large-scale scenes.

Neural Rendering Novel View Synthesis

Beyond Talking -- Generating Holistic 3D Human Dyadic Motion for Communication

no code implementations28 Mar 2024 Mingze Sun, Chao Xu, Xinyu Jiang, Yang Liu, Baigui Sun, Ruqi Huang

Furthermore, we introduce the HoCo holistic communication dataset, which is a valuable resource for future research.

OmniSeg3D: Omniversal 3D Segmentation via Hierarchical Contrastive Learning

1 code implementation CVPR 2024 Haiyang Ying, Yixuan Yin, Jinzhi Zhang, Fan Wang, Tao Yu, Ruqi Huang, Lu Fang

Towards holistic understanding of 3D scenes, a general 3D segmentation method is needed that can segment diverse objects without restrictions on object quantity or categories, while also reflecting the inherent hierarchical structure.

Contrastive Learning Novel View Synthesis +1

Spatially and Spectrally Consistent Deep Functional Maps

1 code implementation ICCV 2023 Mingze Sun, Shiwei Mao, Puhua Jiang, Maks Ovsjanikov, Ruqi Huang

We first justify that under certain conditions, the learned maps, when represented in the spectral domain, are already cycle consistent.

Neural Intrinsic Embedding for Non-rigid Point Cloud Matching

no code implementations CVPR 2023 Puhua Jiang, Mingze Sun, Ruqi Huang

As a primitive 3D data representation, point clouds are prevailing in 3D sensing, yet short of intrinsic structural information of the underlying objects.

Point Cloud Registration Weakly-supervised Learning

RealGraph: A Multiview Dataset for 4D Real-world Context Graph Generation

no code implementations ICCV 2023 Haozhe Lin, Zequn Chen, Jinzhi Zhang, Bing Bai, Yu Wang, Ruqi Huang, Lu Fang

The CGG task capitalizes on the calibrated multiview videos of a dynamic scene, and targets at recovering semantic information (coordination, trajectories and relationships) of the presented objects in the form of spatio-temporal context graph in 4D space.

Graph Generation Scene Understanding

Optical Neural Ordinary Differential Equations

no code implementations26 Sep 2022 Yun Zhao, Hang Chen, Min Lin, Haiou Zhang, Tao Yan, Xing Lin, Ruqi Huang, Qionghai Dai

Increasing the layer number of on-chip photonic neural networks (PNNs) is essential to improve its model performance.

Image Classification Trajectory Prediction

Cross-Camera Deep Colorization

1 code implementation26 Aug 2022 Yaping Zhao, Haitian Zheng, Mengqi Ji, Ruqi Huang

Our method takes cross-domain and cross-scale images as input, and consequently synthesizes HR colorization results to facilitate the trade-off between spatial-temporal resolution and color depth in the single-camera imaging system.

Colorization

EFENet: Reference-based Video Super-Resolution with Enhanced Flow Estimation

1 code implementation15 Oct 2021 Yaping Zhao, Mengqi Ji, Ruqi Huang, Bin Wang, Shengjin Wang

In this paper, we consider the problem of reference-based video super-resolution(RefVSR), i. e., how to utilize a high-resolution (HR) reference frame to super-resolve a low-resolution (LR) video sequence.

Reference-based Video Super-Resolution Video Super-Resolution

OperatorNet: Recovering 3D Shapes From Difference Operators

1 code implementation ICCV 2019 Ruqi Huang, Marie-Julie Rakotosaona, Panos Achlioptas, Leonidas Guibas, Maks Ovsjanikov

This paper proposes a learning-based framework for reconstructing 3D shapes from functional operators, compactly encoded as small-sized matrices.

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