Search Results for author: Seonwook Park

Found 13 papers, 10 papers with code

EFE: End-to-end Frame-to-Gaze Estimation

no code implementations9 May 2023 Haldun Balim, Seonwook Park, Xi Wang, Xucong Zhang, Otmar Hilliges

In this paper, we propose a frame-to-gaze network that directly predicts both 3D gaze origin and 3D gaze direction from the raw frame out of the camera without any face or eye cropping.

Gaze Estimation

Interactive Multi-Class Tiny-Object Detection

1 code implementation CVPR 2022 Chunggi Lee, Seonwook Park, Heon Song, Jeongun Ryu, Sanghoon Kim, Haejoon Kim, Sérgio Pereira, Donggeun Yoo

We perform experiments on the Tiny-DOTA and LCell datasets using both two-stage and one-stage object detection architectures to verify the efficacy of our approach.

Feature Correlation Object +2

Weakly-Supervised Physically Unconstrained Gaze Estimation

1 code implementation CVPR 2021 Rakshit Kothari, Shalini De Mello, Umar Iqbal, Wonmin Byeon, Seonwook Park, Jan Kautz

A major challenge for physically unconstrained gaze estimation is acquiring training data with 3D gaze annotations for in-the-wild and outdoor scenarios.

Domain Generalization Gaze Estimation

Self-Learning Transformations for Improving Gaze and Head Redirection

2 code implementations NeurIPS 2020 Yufeng Zheng, Seonwook Park, Xucong Zhang, Shalini De Mello, Otmar Hilliges

Furthermore, we show that in the presence of limited amounts of real-world training data, our method allows for improvements in the downstream task of semi-supervised cross-dataset gaze estimation.

Disentanglement Gaze Estimation +1

ETH-XGaze: A Large Scale Dataset for Gaze Estimation under Extreme Head Pose and Gaze Variation

1 code implementation ECCV 2020 Xucong Zhang, Seonwook Park, Thabo Beeler, Derek Bradley, Siyu Tang, Otmar Hilliges

We show that our dataset can significantly improve the robustness of gaze estimation methods across different head poses and gaze angles.

 Ranked #1 on Gaze Estimation on ETH-XGaze (using extra training data)

Gaze Estimation

Towards End-to-end Video-based Eye-Tracking

1 code implementation ECCV 2020 Seonwook Park, Emre Aksan, Xucong Zhang, Otmar Hilliges

Estimating eye-gaze from images alone is a challenging task, in large parts due to un-observable person-specific factors.

Content-Consistent Generation of Realistic Eyes with Style

1 code implementation8 Nov 2019 Marcel Bühler, Seonwook Park, Shalini De Mello, Xucong Zhang, Otmar Hilliges

Accurately labeled real-world training data can be scarce, and hence recent works adapt, modify or generate images to boost target datasets.

Semantic Segmentation

Few-Shot Adaptive Gaze Estimation

1 code implementation ICCV 2019 Seonwook Park, Shalini De Mello, Pavlo Molchanov, Umar Iqbal, Otmar Hilliges, Jan Kautz

Inter-personal anatomical differences limit the accuracy of person-independent gaze estimation networks.

 Ranked #1 on Gaze Estimation on MPII Gaze (using extra training data)

Gaze Estimation Meta-Learning

Deep Pictorial Gaze Estimation

1 code implementation ECCV 2018 Seonwook Park, Adrian Spurr, Otmar Hilliges

In this paper, we introduce a novel deep neural network architecture specifically designed for the task of gaze estimation from single eye input.

Gaze Estimation

Learning to Find Eye Region Landmarks for Remote Gaze Estimation in Unconstrained Settings

2 code implementations12 May 2018 Seonwook Park, Xucong Zhang, Andreas Bulling, Otmar Hilliges

Conventional feature-based and model-based gaze estimation methods have proven to perform well in settings with controlled illumination and specialized cameras.

Gaze Estimation

Cross-modal Deep Variational Hand Pose Estimation

1 code implementation CVPR 2018 Adrian Spurr, Jie Song, Seonwook Park, Otmar Hilliges

Furthermore, we show that our proposed method can be used without changes on depth images and performs comparably to specialized methods.

Hand Pose Estimation

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