Search Results for author: Hung-Yu Tseng

Found 21 papers, 13 papers with code

Unveiling The Mask of Position-Information Pattern Through the Mist of Image Features

no code implementations2 Jun 2022 Chieh Hubert Lin, Hsin-Ying Lee, Hung-Yu Tseng, Maneesh Singh, Ming-Hsuan Yang

Recent studies show that paddings in convolutional neural networks encode absolute position information which can negatively affect the model performance for certain tasks.

Incremental False Negative Detection for Contrastive Learning

no code implementations ICLR 2022 Tsai-Shien Chen, Wei-Chih Hung, Hung-Yu Tseng, Shao-Yi Chien, Ming-Hsuan Yang

Self-supervised learning has recently shown great potential in vision tasks through contrastive learning, which aims to discriminate each image, or instance, in the dataset.

Contrastive Learning Self-Supervised Learning

Learning to Stylize Novel Views

1 code implementation ICCV 2021 Hsin-Ping Huang, Hung-Yu Tseng, Saurabh Saini, Maneesh Singh, Ming-Hsuan Yang

Second, we develop point cloud aggregation modules to gather the style information of the 3D scene, and then modulate the features in the point cloud with a linear transformation matrix.

Novel View Synthesis

Stylizing 3D Scene via Implicit Representation and HyperNetwork

no code implementations27 May 2021 Pei-Ze Chiang, Meng-Shiun Tsai, Hung-Yu Tseng, Wei-Sheng Lai, Wei-Chen Chiu

Our framework consists of two components: an implicit representation of the 3D scene with the neural radiance fields model, and a hypernetwork to transfer the style information into the scene representation.

Novel View Synthesis Style Transfer +1

Unsupervised Discovery of Disentangled Manifolds in GANs

1 code implementation24 Nov 2020 Yu-Ding Lu, Hsin-Ying Lee, Hung-Yu Tseng, Ming-Hsuan Yang

Interpretable generation process is beneficial to various image editing applications.

Continuous and Diverse Image-to-Image Translation via Signed Attribute Vectors

1 code implementation2 Nov 2020 Qi Mao, Hung-Yu Tseng, Hsin-Ying Lee, Jia-Bin Huang, Siwei Ma, Ming-Hsuan Yang

Generating a smooth sequence of intermediate results bridges the gap of two different domains, facilitating the morphing effect across domains.

Image-to-Image Translation Translation

Semantic View Synthesis

1 code implementation ECCV 2020 Hsin-Ping Huang, Hung-Yu Tseng, Hsin-Ying Lee, Jia-Bin Huang

We tackle a new problem of semantic view synthesis -- generating free-viewpoint rendering of a synthesized scene using a semantic label map as input.

Image Generation

Text as Neural Operator: Image Manipulation by Text Instruction

1 code implementation11 Aug 2020 Tianhao Zhang, Hung-Yu Tseng, Lu Jiang, Weilong Yang, Honglak Lee, Irfan Essa

In recent years, text-guided image manipulation has gained increasing attention in the multimedia and computer vision community.

Conditional Image Generation Image Captioning +1

RetrieveGAN: Image Synthesis via Differentiable Patch Retrieval

no code implementations ECCV 2020 Hung-Yu Tseng, Hsin-Ying Lee, Lu Jiang, Ming-Hsuan Yang, Weilong Yang

Image generation from scene description is a cornerstone technique for the controlled generation, which is beneficial to applications such as content creation and image editing.

Image Generation

Modeling Artistic Workflows for Image Generation and Editing

1 code implementation ECCV 2020 Hung-Yu Tseng, Matthew Fisher, Jingwan Lu, Yijun Li, Vladimir Kim, Ming-Hsuan Yang

People often create art by following an artistic workflow involving multiple stages that inform the overall design.

Image Generation

Regularizing Meta-Learning via Gradient Dropout

1 code implementation13 Apr 2020 Hung-Yu Tseng, Yi-Wen Chen, Yi-Hsuan Tsai, Sifei Liu, Yen-Yu Lin, Ming-Hsuan Yang

With the growing attention on learning-to-learn new tasks using only a few examples, meta-learning has been widely used in numerous problems such as few-shot classification, reinforcement learning, and domain generalization.

Domain Generalization Meta-Learning

Self-supervised Audio Spatialization with Correspondence Classifier

no code implementations14 May 2019 Yu-Ding Lu, Hsin-Ying Lee, Hung-Yu Tseng, Ming-Hsuan Yang

Spatial audio is an essential medium to audiences for 3D visual and auditory experience.

Few-Shot Viewpoint Estimation

no code implementations13 May 2019 Hung-Yu Tseng, Shalini De Mello, Jonathan Tremblay, Sifei Liu, Stan Birchfield, Ming-Hsuan Yang, Jan Kautz

Through extensive experimentation on the ObjectNet3D and Pascal3D+ benchmark datasets, we demonstrate that our framework, which we call MetaView, significantly outperforms fine-tuning the state-of-the-art models with few examples, and that the specific architectural innovations of our method are crucial to achieving good performance.

Meta-Learning Viewpoint Estimation

DRIT++: Diverse Image-to-Image Translation via Disentangled Representations

4 code implementations2 May 2019 Hsin-Ying Lee, Hung-Yu Tseng, Qi Mao, Jia-Bin Huang, Yu-Ding Lu, Maneesh Singh, Ming-Hsuan Yang

In this work, we present an approach based on disentangled representation for generating diverse outputs without paired training images.

Image-to-Image Translation Perceptual Distance +1

Cannot find the paper you are looking for? You can Submit a new open access paper.