GOV-NeSF: Generalizable Open-Vocabulary Neural Semantic Fields

1 code implementation • 1 Apr 2024 • Yunsong Wang, Hanlin Chen, Gim Hee Lee

Recent advancements in vision-language foundation models have significantly enhanced open-vocabulary 3D scene understanding.

Open Vocabulary Semantic Segmentation Scene Understanding +1

Benchmarking GPU and TPU Performance with Graph Neural Networks

no code implementations • 21 Oct 2022 • Xiangyang Ju, Yunsong Wang, Daniel Murnane, Nicholas Choma, Steven Farrell, Paolo Calafiura

Many artificial intelligence (AI) devices have been developed to accelerate the training and inference of neural networks models.

Benchmarking

Instance Similarity Learning for Unsupervised Feature Representation

1 code implementation • ICCV 2021 • Ziwei Wang, Yunsong Wang, Ziyi Wu, Jiwen Lu, Jie zhou

In this paper, we propose an instance similarity learning (ISL) method for unsupervised feature representation.

Image Classification Semantic Similarity +1

Hierarchical Roofline Performance Analysis for Deep Learning Applications

1 code implementation • 11 Sep 2020 • Charlene Yang, Yunsong Wang, Steven Farrell, Thorsten Kurth, Samuel Williams

This paper presents a practical methodology for collecting performance data necessary to conduct hierarchical Roofline analysis on NVIDIA GPUs.

Image Segmentation Semantic Segmentation

Time-Based Roofline for Deep Learning Performance Analysis

no code implementations • 9 Sep 2020 • Yunsong Wang, Charlene Yang, Steven Farrell, Yan Zhang, Thorsten Kurth, Samuel Williams

Deep learning applications are usually very compute-intensive and require a long run time for training and inference.