2 code implementations • 10 Nov 2022 • Steven Walton, Ali Hassani, Xingqian Xu, Zhangyang Wang, Humphrey Shi
Image generation has been a long sought-after but challenging task, and performing the generation task in an efficient manner is similarly difficult.
Ranked #2 on Image Generation on FFHQ 256 x 256
no code implementations • 7 Oct 2022 • Noble Kennamer, Steven Walton, Alexander Ihler
Bayesian optimal experimental design is a sub-field of statistics focused on developing methods to make efficient use of experimental resources.
5 code implementations • CVPR 2023 • Ali Hassani, Steven Walton, Jiachen Li, Shen Li, Humphrey Shi
We present Neighborhood Attention (NA), the first efficient and scalable sliding-window attention mechanism for vision.
Ranked #119 on Semantic Segmentation on ADE20K
1 code implementation • arXiv 2021 • Jitesh Jain, Anukriti Singh, Nikita Orlov, Zilong Huang, Jiachen Li, Steven Walton, Humphrey Shi
To achieve this, we propose SeMask, a simple and effective framework that incorporates semantic information into the encoder with the help of a semantic attention operation.
Ranked #10 on Semantic Segmentation on Cityscapes val
4 code implementations • 9 Sep 2021 • Jiachen Li, Ali Hassani, Steven Walton, Humphrey Shi
MLP-based architectures, which consist of a sequence of consecutive multi-layer perceptron blocks, have recently been found to reach comparable results to convolutional and transformer-based methods.
Ranked #8 on Image Classification on Flowers-102 (using extra training data)
8 code implementations • 12 Apr 2021 • Ali Hassani, Steven Walton, Nikhil Shah, Abulikemu Abuduweili, Jiachen Li, Humphrey Shi
Our models are flexible in terms of model size, and can have as little as 0. 28M parameters while achieving competitive results.
Ranked #1 on Image Classification on Flowers-102 (using extra training data)
Fine-Grained Image Classification Superpixel Image Classification