Search Results for author: Yuanming Li

Found 13 papers, 8 papers with code

Towards Multi-domain Face Landmark Detection with Synthetic Data from Diffusion model

no code implementations24 Jan 2024 Yuanming Li, Gwantae Kim, Jeong-gi Kwak, Bon-hwa Ku, Hanseok Ko

Finally, we fine-tuned a pre-trained face landmark detection model on the synthetic dataset to achieve multi-domain face landmark detection.

Caricature Face Generation +1

DataCI: A Platform for Data-Centric AI on Streaming Data

no code implementations27 Jun 2023 Huaizheng Zhang, Yizheng Huang, Yuanming Li

We introduce DataCI, a comprehensive open-source platform designed specifically for data-centric AI in dynamic streaming data settings.

Management

DIFAI: Diverse Facial Inpainting using StyleGAN Inversion

no code implementations20 Jan 2023 Dongsik Yoon, Jeong-gi Kwak, Yuanming Li, David Han, Hanseok Ko

Image inpainting is an old problem in computer vision that restores occluded regions and completes damaged images.

Facial Inpainting

Reference Guided Image Inpainting using Facial Attributes

1 code implementation19 Jan 2023 Dongsik Yoon, Jeonggi Kwak, Yuanming Li, David Han, Youngsaeng Jin, Hanseok Ko

Image inpainting is a technique of completing missing pixels such as occluded region restoration, distracting objects removal, and facial completion.

Attribute Facial Inpainting +2

MIGPerf: A Comprehensive Benchmark for Deep Learning Training and Inference Workloads on Multi-Instance GPUs

1 code implementation1 Jan 2023 Huaizheng Zhang, Yuanming Li, Wencong Xiao, Yizheng Huang, Xing Di, Jianxiong Yin, Simon See, Yong Luo, Chiew Tong Lau, Yang You

The vision of this paper is to provide a more comprehensive and practical benchmark study for MIG in order to eliminate the need for tedious manual benchmarking and tuning efforts.

Benchmarking

Controllable Face Manipulation and UV Map Generation by Self-supervised Learning

no code implementations24 Sep 2022 Yuanming Li, Jeong-gi Kwak, David Han, Hanseok Ko

Our model relies on pretrained StyleGAN, and the proposed model is trained in a self-supervised manner without any manual annotations or datasets.

Attribute Self-Supervised Learning

Injecting 3D Perception of Controllable NeRF-GAN into StyleGAN for Editable Portrait Image Synthesis

1 code implementation21 Jul 2022 Jeong-gi Kwak, Yuanming Li, Dongsik Yoon, Donghyeon Kim, David Han, Hanseok Ko

To alleviate the issue, many 3D-aware GANs have been proposed and shown notable results, but 3D GANs struggle with editing semantic attributes.

Image Generation

Active-Learning-as-a-Service: An Automatic and Efficient MLOps System for Data-Centric AI

2 code implementations19 Jul 2022 Yizheng Huang, Huaizheng Zhang, Yuanming Li, Chiew Tong Lau, Yang You

In data-centric AI, active learning (AL) plays a vital role, but current AL tools 1) require users to manually select AL strategies, and 2) can not perform AL tasks efficiently.

Active Learning AutoML +1

Generate and Edit Your Own Character in a Canonical View

no code implementations6 May 2022 Jeong-gi Kwak, Yuanming Li, Dongsik Yoon, David Han, Hanseok Ko

Although the progress of generative models enables the stylization of a portrait, obtaining the stylized image in canonical view is still a challenging task.

Adverse Weather Image Translation with Asymmetric and Uncertainty-aware GAN

1 code implementation8 Dec 2021 Jeong-gi Kwak, Youngsaeng Jin, Yuanming Li, Dongsik Yoon, Donghyeon Kim, Hanseok Ko

To address this issue, we propose a novel GAN model, i. e., AU-GAN, which has an asymmetric architecture for adverse domain translation.

Disentanglement Translation

ModelPS: An Interactive and Collaborative Platform for Editing Pre-trained Models at Scale

1 code implementation18 May 2021 Yuanming Li, Huaizheng Zhang, Shanshan Jiang, Fan Yang, Yonggang Wen, Yong Luo

AI engineering has emerged as a crucial discipline to democratize deep neural network (DNN) models among software developers with a diverse background.

Model Editing

Hysia: Serving DNN-Based Video-to-Retail Applications in Cloud

2 code implementations9 Jun 2020 Huaizheng Zhang, Yuanming Li, Qiming Ai, Yong Luo, Yonggang Wen, Yichao Jin, Nguyen Binh Duong Ta

Combining \underline{v}ideo streaming and online \underline{r}etailing (V2R) has been a growing trend recently.

Video Retrieval Video-to-Shop

MLModelCI: An Automatic Cloud Platform for Efficient MLaaS

2 code implementations9 Jun 2020 Huaizheng Zhang, Yuanming Li, Yizheng Huang, Yonggang Wen, Jianxiong Yin, Kyle Guan

MLModelCI provides multimedia researchers and developers with a one-stop platform for efficient machine learning (ML) services.

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