Search Results for author: Qi Ma

Found 13 papers, 7 papers with code

ShapeSplat: A Large-scale Dataset of Gaussian Splats and Their Self-Supervised Pretraining

no code implementations20 Aug 2024 Qi Ma, Yue Li, Bin Ren, Nicu Sebe, Ender Konukoglu, Theo Gevers, Luc van Gool, Danda Pani Paudel

In particular, we show that (1) the distribution of the optimized GS centroids significantly differs from the uniformly sampled point cloud (used for initialization) counterpart; (2) this change in distribution results in degradation in classification but improvement in segmentation tasks when using only the centroids; (3) to leverage additional Gaussian parameters, we propose Gaussian feature grouping in a normalized feature space, along with splats pooling layer, offering a tailored solution to effectively group and embed similar Gaussians, which leads to notable improvement in finetuning tasks.

3DGS Representation Learning

Implicit-Zoo: A Large-Scale Dataset of Neural Implicit Functions for 2D Images and 3D Scenes

1 code implementation25 Jun 2024 Qi Ma, Danda Pani Paudel, Ender Konukoglu, Luc van Gool

Neural implicit functions have demonstrated significant importance in various areas such as computer vision, graphics.

Image Classification NeRF +1

Multiply Robust Estimation for Local Distribution Shifts with Multiple Domains

2 code implementations21 Feb 2024 Steven Wilkins-Reeves, Xu Chen, Qi Ma, Christine Agarwal, Aude Hofleitner

We focus on scenarios where data distributions vary across multiple segments of the entire population and only make local assumptions about the differences between training and test (deployment) distributions within each segment.

Deformable Neural Radiance Fields using RGB and Event Cameras

no code implementations ICCV 2023 Qi Ma, Danda Pani Paudel, Ajad Chhatkuli, Luc van Gool

In this work, we develop a novel method to model the deformable neural radiance fields using RGB and event cameras.

Fusing Monocular Images and Sparse IMU Signals for Real-time Human Motion Capture

1 code implementation1 Sep 2023 Shaohua Pan, Qi Ma, Xinyu Yi, Weifeng Hu, Xiong Wang, Xingkang Zhou, Jijunnan Li, Feng Xu

We believe that the combination is complementary and able to solve the inherent difficulties of using one modality input, including occlusions, extreme lighting/texture, and out-of-view for visual mocap and global drifts for inertial mocap.

3D Human Pose Estimation

An Understanding-Oriented Robust Machine Reading Comprehension Model

1 code implementation1 Jul 2022 Feiliang Ren, Yongkang Liu, Bochao Li, Shilei Liu, Bingchao Wang, Jiaqi Wang, Chunchao Liu, Qi Ma

In this paper, we propose an understanding-oriented machine reading comprehension model to address three kinds of robustness issues, which are over sensitivity, over stability and generalization.

Machine Reading Comprehension model +2

EMFlow: Data Imputation in Latent Space via EM and Deep Flow Models

no code implementations9 Jun 2021 Qi Ma, Sujit K. Ghosh

The presence of missing values within high-dimensional data is an ubiquitous problem for many applied sciences.

Imputation Missing Values

Decoupled Self Attention for Accurate One Stage Object Detection

1 code implementation14 Dec 2020 Kehe WU, Zuge Chen, Qi Ma, Xiaoliang Zhang, Wei Li

When DSA module and object confidence task are applied in RetinaNet together, the detection performances based on ResNet50 and ResNet101 can be increased by 1. 0% AP and 1. 4% AP respectively.

Object object-detection +2

A Non-Iterative Quantile Change Detection Method in Mixture Model with Heavy-Tailed Components

no code implementations19 Jun 2020 Yuantong Li, Qi Ma, Sujit K. Ghosh

Estimating parameters of mixture model has wide applications ranging from classification problems to estimating of complex distributions.

Change Detection

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