no code implementations • 27 Nov 2024 • Trong-Thuan Nguyen, Pha Nguyen, Jackson Cothren, Alper Yilmaz, Khoa Luu
To this end, we propose Multimodal LLMs on a Scene HyperGraph (HyperGLM), promoting reasoning about multi-way interactions and higher-order relationships.
no code implementations • 14 Oct 2024 • Pha Nguyen, Ngan Le, Jackson Cothren, Alper Yilmaz, Khoa Luu
However, existing diffusion models rely on extensive and unnecessary mapping to a Gaussian noise domain, which can be replaced by a more efficient and stable interpolation process.
no code implementations • 3 Jun 2024 • Thanh-Dat Truong, Xin Li, Bhiksha Raj, Jackson Cothren, Khoa Luu
This problem has limited the generalizability of the vision-language foundation model to unknown data distributions.
no code implementations • 3 Jun 2024 • Trong-Thuan Nguyen, Pha Nguyen, Xin Li, Jackson Cothren, Alper Yilmaz, Khoa Luu
In this paper, we introduce the new AeroEye dataset that focuses on multi-object relationship modeling in aerial videos.
no code implementations • 27 Nov 2023 • Thanh-Dat Truong, Utsav Prabhu, Bhiksha Raj, Jackson Cothren, Khoa Luu
In particular, we first introduce a new Fairness Contrastive Clustering loss to address the problems of catastrophic forgetting and fairness.
1 code implementation • 12 Jun 2023 • Kashu Yamazaki, Taisei Hanyu, Minh Tran, Adrian de Luis, Roy McCann, Haitao Liao, Chase Rainwater, Meredith Adkins, Jackson Cothren, Ngan Le
Aerial Image Segmentation is a top-down perspective semantic segmentation and has several challenging characteristics such as strong imbalance in the foreground-background distribution, complex background, intra-class heterogeneity, inter-class homogeneity, and tiny objects.
Ranked #1 on
Semantic Segmentation
on ISPRS Potsdam
no code implementations • 14 Apr 2023 • Thanh-Dat Truong, Chi Nhan Duong, Ashley Dowling, Son Lam Phung, Jackson Cothren, Khoa Luu
First, a novel geometry-based constraint to cross-view adaptation is introduced based on the geometry correlation between views.
1 code implementation • CVPR 2023 • Thanh-Dat Truong, Ngan Le, Bhiksha Raj, Jackson Cothren, Khoa Luu
Although Domain Adaptation in Semantic Scene Segmentation has shown impressive improvement in recent years, the fairness concerns in the domain adaptation have yet to be well defined and addressed.
Ranked #6 on
Domain Adaptation
on SYNTHIA-to-Cityscapes