Recently, generalizable feed-forward methods based on 3D Gaussian Splatting have gained significant attention for their potential to reconstruct 3D scenes using finite resources. These approaches create a 3D radiance field, parameterized by...
Object Synthesis by Learning Part Geometry with Surface and Volumetric Representations
First-Person View Hand Segmentation of Multi-Modal Hand Activity Video Dataset
In proceedings of the 31st British Machine Vision Conference (BMVC)
Abstract: First-person-view videos of hands interacting with tools are widely used in the computer vision industry. However, creating a dataset with pixel-wise segmentation of hands is challenging since most videos are captured with fingertips...
A Large-scale Annotated Mechanical Components Benchmark for Classification and Retrieval Tasks with Deep Neural Networks
In proceedings of 16th European Conference on Computer Vision (ECCV)
We introduce a large-scale annotated mechanical components benchmark for classification and retrieval tasks named Mechanical Components Benchmark (MCB): a large-scale dataset of 3D objects of mechanical components. The dataset enables data-driven...
Latent transformations neural network for object view synthesis
Learning Hand Articulations by Hallucinating Heat Distribution
Proceedings of the IEEE International Conference on Computer Vision, 3104-3113
We propose a robust hand pose estimation method by learning hand articulations from depth features and auxiliary modality features. As an additional modality to depth data, we present a function of geometric properties on the surface of the hand...