@article{wang2024dissect,
author = {Wang, Hongjun and Vaze, Sagar and Han, Kai},
title = {Dissecting Out-of-Distribution Detection and Open-Set Recognition: A Critical Analysis of Methods and Benchmarks},
journal = {International Journal of Computer Vision (IJCV)},
year = {2024}
}
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RegionDrag: Fast Region-Based Image Editing with Diffusion Models
@inproceedings{lu2024regiondrag,
author = {Jingyi Lu and Xinghui Li and Kai Han},
title = {RegionDrag: Fast Region-Based Image Editing with Diffusion Models},
booktitle = {European Conference on Computer Vision (ECCV)},
year = {2024},
}
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PromptCCD: Learning Gaussian Mixture Prompt Pool for Continual Category Discovery
@inproceedings{cendra2024promptccd,
author = {Fernando Julio Cendra and Bingchen Zhao and Kai Han},
title = {PromptCCD: Learning Gaussian Mixture Prompt Pool for Continual Category Discovery},
booktitle = {European Conference on Computer Vision},
year = {2024}
}
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ConceptExpress: Harnessing Diffusion Models for Single-image Unsupervised Concept Extraction
Shaozhe Hao, Kai Han, Zhengyao Lv, Shihao Zhao, Kwan-Yee K. Wong
@inproceedings{hao2024conceptexpress,
author = {Shaozhe Hao and Kai Han and Zhengyao Lv and Shihao Zhao and Kwan-Yee~K. Wong},
title = {Concept{E}xpress: Harnessing Diffusion Models for Single-image Unsupervised Concept Extraction},
booktitle = {European Conference on Computer Vision},
year = {2024}
}
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IBD-SLAM: Learning Image-Based Depth Fusion for Generalizable SLAM
@inproceedings{yin2024ibdslam,
author = {Minghao Yin and Shangzhe Wu and Kai Han},
title = {IBD-SLAM: Learning Image-Based Depth Fusion for Generalizable SLAM},
booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
year = {2024},
}
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SD4Match: Learning to Prompt Stable Diffusion Model for Semantic Matching
Xinghui Li, Jingyi Lu, Kai Han†, Victor Prisacariu
@inproceedings{li2024sd4match,
author = {Xinghui Li and Jingyi Lu and Kai Han and Victor Prisacariu},
title = {SD4Match: Learning to Prompt Stable Diffusion Model for Semantic Matching},
booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
year = {2024},
}
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DreamAvatar: Text-and-Shape Guided 3D Human Avatar Generation via Diffusion Models
Yukang Cao*, Yan-Pei Cao*, Kai Han, Ying Shan, Kwan-Yee K. Wong
@article{cao23dream,
author = {Yukang Cao and Yan-Pei Cao and Kai Han and Ying Shan and Kwan-Yee K. Wong},
title = {DreamAvatar: Text-and-Shape Guided 3D Human Avatar Generation via Diffusion Models},
journal = {arXiv preprint arXiv:2304.00916},
year = {2023},
}
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CiPR: An Efficient Framework with Cross-instance Positive Relations for Generalized Category Discovery
@article{hao23cipr,
title = {CiPR: An Efficient Framework with Cross-instance Positive Relations for Generalized Category Discovery},
author = {Shaozhe Hao and Kai Han and Kwan-Yee K. Wong},
journal = {arXiv preprint arXiv:2304.06928},
year = {2023},
}
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SPTNet: An Efficient Alternative Framework for Generalized Category Discovery with Spatial Prompt Tuning
@inproceedings{wang2024sptnet,
author = {Hongjun Wang and Sagar Vaze and Kai Han},
title = {SPTNet: An Efficient Alternative Framework for Generalized Category Discovery with Spatial Prompt Tuning},
booktitle = {International Conference on Learning Representations (ICLR)},
year = {2024},
}
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FROSTER: Frozen CLIP is a Strong Teacher for Open-Vocabulary Action Recognition
@inproceedings{huang2024froster,
author = {Xiaohu Huang and Hao Zhou and Kun Yao and Kai Han},
title = {FROSTER: Frozen CLIP is a Strong Teacher for Open-Vocabulary Action Recognition},
booktitle = {International Conference on Learning Representations (ICLR)},
year = {2024},
}
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2023
HeadSculpt: Crafting 3D Head Avatars with Text
Xiao Han*, Yukang Cao*, Kai Han, Xiatian Zhu, Jiankang Deng, Yi-Zhe Song, Tao Xiang, Kwan-Yee K. Wong
@inproceedings{han2023headsculpt,
author = {Xiao Han and Yukang Cao and Kai Han and Xiatian Zhu and Jiankang Deng and Yi-Zhe Song and Tao Xiang and Kwan-Yee K. Wong},
title = {HeadSculpt: Crafting 3D Head Avatars with Text},
booktitle = {Conference on Neural Information Processing Systems (NeurIPS)},
year = {2023},
}
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DualRC: A Dual-Resolution Learning Framework with Neighbourhood Consensus for Visual Correspondences
@article{li23dualrc,
author = {Xinghui Li and Kai Han and Shuda Li and Victor Prisacariu},
title = {DualRC: A Dual-Resolution Learning Framework with Neighbourhood Consensus for Visual Correspondences},
journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)},
year = {2023},
}
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Learning Semi-supervised Gaussian Mixture Models for Generalized Category Discovery
@inproceedings{zhao23learning,
author = {Bingchen Zhao and Xin Wen and Kai Han},
title = {Learning Semi-supervised Gaussian Mixture Models for Generalized Category Discovery},
booktitle = {International Conference on Computer Vision (ICCV)},
year = {2023},
}
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Open-Vocabulary Semantic Segmentation with Decoupled One-Pass Network
Cong Han, Yujie Zhong, Dengjie Li, Kai Han, Lin Ma
@inproceedings{han23open,
author = {Cong Han and Yujie Zhong and Dengjie Li and Kai Han and Lin Ma},
title = {Open-Vocabulary Semantic Segmentation with Decoupled One-Pass Network},
booktitle = {International Conference on Computer Vision (ICCV)},
year = {2023},
}
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Learning Attention as Disentangler for Compositional Zero-shot Learning
@inproceedings{hao2023ade,
author = {Shaozhe Hao and Kai Han and Kwan-Yee K. Wong},
title = {Learning Attention as Disentangler for Compositional Zero-shot Learning},
booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
year = {2023},
}
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SeSDF: Self-evolved Signed Distance Field for Implicit 3D Clothed Human Reconstruction
@inproceedings{cao2023sesdf,
author = {Yukang Cao and Kai Han and Kwan-Yee K. Wong},
title = {SeSDF: Self-evolved Signed Distance Field for Implicit 3D Clothed Human Reconstruction},
booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
year = {2023},
}
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2022
Novel Class Discovery without Forgetting
K J Joseph, Sujoy Paul, Gaurav Aggarwal, Soma Biswas, Piyush Rai, Kai Han, Vineeth N Balasubramanian
@inproceedings{joseph22ncdwf,
author = {K J Joseph and Sujoy Paul and Gaurav Aggarwal and Soma Biswas and Piyush Rai and Kai Han and Vineeth N Balasubramanian},
title = {Novel Class Discovery without Forgetting},
booktitle = {European Conference on Computer Vision (ECCV)},
year = {2022},
}
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Generalized Category Discovery
Sagar Vaze, Kai Han, Andrea Vedaldi, Andrew Zisserman
@inproceedings{vaze22generalized,
author = {Sagar Vaze and Kai Han and Andrea Vedaldi and Andrew Zisserman},
title = {Generalized Category Discovery},
booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
year = {2022},
}
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JIFF: Jointly-aligned Implicit Face Function for High Quality Single View Clothed Human Reconstruction
Yukang Cao, Guanying Chen, Kai Han, Wenqi Yang, Kwan-Yee K. Wong
@inproceedings{cao22jiff,
author = {Yukang Cao and Guanying Chen and Kai Han and Wenqi Yang and Kwan-Yee K. Wong},
title = {JIFF: Jointly-aligned Implicit Face Function for High Quality Single View Clothed Human Reconstruction},
booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
year = {2022},
}
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SharpContour: A Contour-based Boundary Refinement Approach for Efficient and Accurate Instance Segmentation
Chenming Zhu, Xuanye Zhang, Yanran Li, Liangdong Qiu, Kai Han, Xiaoguang Han
@inproceedings{zhu22sharpcontour,
author = {Chenming Zhu and Xuanye Zhang and Yanran Li and Liangdong Qiu and Kai Han and Xiaoguang Han},
title = {SharpContour: A Contour-based Boundary Refinement Approach for Efficient and Accurate Instance Segmentation},
booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
year = {2022},
}
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Spacing Loss for Discovering Novel Categories
K J Joseph, Sujoy Paul, Gaurav Aggarwal, Soma Biswas, Piyush Rai, Kai Han, Vineeth N Balasubramanian
@inproceedings{joseph22spacing,
author = {K J Joseph and Sujoy Paul and Gaurav Aggarwal and Soma Biswas and Piyush Rai and Kai Han and Vineeth N Balasubramanian},
title = {Spacing Loss for Discovering Novel Categories},
booktitle = {CVPR Workshop on Continual Learning in Computer Vision},
year = {2022},
}
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Open-Set Recognition: A Good Closed-Set Classifier is All You Need?
Sagar Vaze, Kai Han, Andrea Vedaldi, Andrew Zisserman
@inproceedings{vaze22openset,
author = {Sagar Vaze and Kai Han and Andrea Vedaldi and Andrew Zisserman},
title = {Open-Set Recognition: A Good Closed-Set Classifier is All You Need?},
booktitle = {International Conference on Learning Representations (ICLR)},
year = {2022},
}
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2021
Novel Visual Category Discovery with Dual Ranking Statistics and Mutual Knowledge Distillation
@inproceedings{zhao21novel,
author = {Bingchen Zhao and Kai Han},
title = {Novel Visual Category Discovery with Dual Ranking Statistics and Mutual Knowledge Distillation},
booktitle = {Conference on Neural Information Processing Systems (NeurIPS)},
year = {2021}
}
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Joint Representation Learning and Novel Category Discovery on Single- and Multi-modal Data
@inproceedings{jia21joint,
author = {Xuhui Jia and Kai Han and Yukun Zhu and Bradley Green},
title = {Joint Representation Learning and Novel Category Discovery on Single- and Multi-modal Data},
booktitle = {International Conference on Computer Vision (ICCV)},
year = {2021}
}
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XResolution Correspondence Networks
Georgi Tinchev, Shuda Li, Kai Han, David Mitchell, Rigas Kouskouridas
@inproceedings{tinchev20xresolution,
author = {Georgi Tinchev and Shuda Li and Kai Han and David Mitchell and Rigas Kouskouridas},
title = {{$\mathbb{X}$}Resolution Correspondence Networks},
booktitle = {British Machine Vision Conference (BMVC)},
year = {2021}
}
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LSD-C: Linearly Separable Deep Clusters
Sylvestre-Alvise Rebuffi*, Sebastien Ehrhardt*, Kai Han*, Andrea Vedaldi, Andrew Zisserman
@inproceedings{rebuffi21lsdc,
author = {Sylvestre-Alvise Rebuffi and Sebastien Ehrhardt and Kai Han and Andrea Vedaldi and Andrew Zisserman},
title = {LSD-C: Linearly Separable Deep Clusters},
booktitle = {ICCV Workshop on Visual Inductive Priors for Data-Efficient Deep Learning},
year = {2021}
}
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Contrastive Learning based Hybrid Networks for Long-Tailed Image Classification
Peng Wang, Kai Han, Xiu-Shen Wei, Lei Zhang, Lei Wang
@inproceedings{wang21contrastive,
author = {Peng Wang and Kai Han and Xiu-Shen Wei and Lei Zhang and Lei Wang},
title = {Contrastive Learning based Hybrid Networks for Long-Tailed Image Classification},
booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
year = {2021},
}
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AutoNovel: Automatically Discovering and Learning Novel Visual Categories
Kai Han, Sylvestre-Alvise Rebuffi, Sebastien Ehrhardt, Andrea Vedaldi, Andrew Zisserman
@article{han21autonovel,
author = {Kai Han and Sylvestre-Alvise Rebuffi and Sebastien Ehrhardt and Andrea Vedaldi and Andrew Zisserman},
title = {AutoNovel: Automatically Discovering and Learning Novel Visual Categories},
journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)},
year = {2021},
}
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Anisotropic Convolutional Neural Networks for RGB-D based Semantic Scene Completion
@article{li21anisotropic,
author = {Jie Li and Peng Wang and Kai Han and Yu Liu},
title = {Anisotropic Convolutional Neural Networks for RGB-D based Semantic Scene Completion},
journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)},
year = {2021},
}
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Fixed Viewpoint Mirror Surface Reconstruction under an Uncalibrated Camera
Kai Han, Miaomiao Liu, Dirk Schnieders, Kwan-Yee K. Wong
@article{han21fixed,
title = {Fixed Viewpoint Mirror Surface Reconstruction under an Uncalibrated Camera},
author = {Kai Han and Miaomiao Liu and Dirk Schnieders and Kwan-Yee K. Wong},
journal = {IEEE Transactions on Image Processing (TIP)},
year = {2021}
}
@inproceedings{li20dualrc,
author = {Xinghui Li and Kai Han and Shuda Li and Victor Prisacariu},
title = {Dual-Resolution Correspondence Networks},
booktitle = {Conference on Neural Information Processing Systems (NeurIPS)},
year = {2020},
}
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Automatically Discovering and Learning New Visual Categories with Ranking Statistics
Kai Han*, Sylvestre-Alvise Rebuffi*, Sebastien Ehrhardt*, Andrea Vedaldi, Andrew Zisserman
@inproceedings{han20automatically,
author = {Kai Han and Sylvestre-Alvise Rebuffi and Sebastien Ehrhardt and Andrea Vedaldi and Andrew Zisserman},
title = {Automatically Discovering and Learning New Visual Categories with Ranking Statistics},
booktitle = {International Conference on Learning Representations (ICLR)},
year = {2020},
}
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Correspondence Networks with Adaptive Neighbourhood Consensus
Shuda Li*, Kai Han*, Theo W. Costain, Henry Howard-Jenkins, Victor Prisacariu
@inproceedings{li20correspondence,
author = {Shuda Li and Kai Han and Theo W. Costain and Henry Howard-Jenkins and Victor Prisacariu},
title = {Correspondence Networks with Adaptive Neighbourhood Consensus},
booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
year = {2020},
}
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Anisotropic Convolutional Networks for 3D Semantic Scene Completion
@inproceedings{li20anisotropic,
author = {Jie Li and Kai Han and Peng Wang and Yu Liu and Xia Yuan},
title = {Anisotropic Convolutional Networks for 3D Semantic Scene Completion},
booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
year = {2020}
}
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Semi-Supervised Learning with Scarce Annotations
Sylvestre-Alvise Rebuffi*, Sebastien Ehrhardt*, Kai Han*, Andrea Vedaldi, Andrew Zisserman
@inproceedings{rebuffi20SSL,
title={Semi-Supervised Learning with Scarce Annotations},
author={Sylvestre-Alvise Rebuffi and Sebastien Ehrhardt and Kai Han and Andrea Vedaldi and Andrew Zisserman},
booktitle={CVPR Deep Vision Workshop},
year={2020}
}
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Deep Photometric Stereo for Non-Lambertian Surfaces
Guanying Chen, Kai Han, Boxin Shi, Yasuyuki Matsushita, Kwan-Yee K. Wong
@inproceedings{han19DTC,
author = {Kai Han and Andrea Vedaldi and Andrew Zisserman},
title = {Learning to Discover Novel Visual Categories via Deep Transfer Clustering},
booktitle = {International Conference on Computer Vision (ICCV)},
year = {2019}
}
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2019
Learning to Discover Novel Visual Categories via Deep Transfer Clustering
@inproceedings{han19DTC,
author = {Kai Han and Andrea Vedaldi and Andrew Zisserman},
title = {Learning to Discover Novel Visual Categories via Deep Transfer Clustering},
booktitle = {International Conference on Computer Vision (ICCV)},
year = {2019}
}
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Unsupervised Image Matching and Object Discovery as Optimization
Huy V. Vo, Francis Bach, Minsu Cho, Kai Han, Yann LeCun, Patrick Pérez, Jean Ponce
@inproceedings{vo19unsup,
title = {Unsupervised Image Matching and Object Discovery as Optimization},
author = {Huy V. Vo and Francis Bach and Minsu Cho and Kai Han and Yann LeCun and Patrick P\'{e}rez and Jean Ponce},
booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
year = {2019}
}
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Self-calibrating Deep Photometric Stereo Networks
Guanying Chen, Kai Han, Boxin Shi, Yasuyuki Matsushita, Kwan-Yee K. Wong
@inproceedings{chen19SDPS_Net,
title = {Self-calibrating Deep Photometric Stereo Networks},
author = {Guanying Chen and Kai Han and Boxin Shi and Yasuyuki Matsushita and Kwan-Yee K. Wong},
booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
year = {2019}
}
@article{chen19LTOM,
title = {Learning Transparent Object Matting},
author = {Guanying Chen and Kai Han and Kwan-Yee K. Wong},
journal = {International Journal of Computer Vision (IJCV)},
year = {2019}
}
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2018
PS-FCN: A Flexible Learning Framework for Photometric Stereo
@inproceedings{chen18ps_fcn,
title = {PS-FCN: A Flexible Learning Framework for Photometric Stereo},
author = {Guanying Chen and Kai Han and Kwan-Yee K. Wong},
booktitle = {European Conference on Computer Vision (ECCV)},
year = {2018}
}
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TOM-Net: Learning Transparent Object Matting from a Single Image
@inproceedings{chen18tom_net,
title = {TOM-Net: Learning Transparent Object Matting from a Single Image},
author = {Guanying Chen and Kai Han and Kwan-Yee K. Wong},
booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
year = {2018}
}
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Dense Reconstruction of Transparent Objects by Altering Incident Light Paths Through Refraction
@article{han18dense,
title = {Dense Reconstruction of Transparent Objects by Altering Incident Light Paths through Refraction},
author = {Kai Han and Kwan-Yee K. Wong and Miaomiao Liu},
journal = {International Journal of Computer Vision (IJCV)},
year = {2018}
}
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2017
SCNet: Learning Semantic Correspondence
Kai Han, Rafael S. Rezende, Bumsub Ham, Kwan-Yee K. Wong, Minsu Cho, Cordelia Schmid, Jean Ponce
@inproceedings{han17scnet,
title = {SCNet: Learning Semantic Correspondence},
author = {Kai Han and Rafael S. Rezende and Bumsub Ham and Kwan-Yee K. Wong and Minsu Cho and Cordelia Schmid and Jean Ponce},
booktitle = {International Conference on Computer Vision (ICCV)},
year = {2017}
}
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2016
Single View 3D Reconstruction under an Uncalibrated Camera and an Unknown Mirror Sphere
@inproceedings{han16single,
author = {Kai Han and Kwan-Yee K. Wong and Xiao Tan},
title = {Single View 3D Reconstruction under an Uncalibrated Camera and an Unknown Mirror Sphere},
booktitle = {International Conference on 3D Vision (3DV)},
year = {2016}
}
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Mirror Surface Reconstruction Under an Uncalibrated Camera
Kai Han, Kwan-Yee K. Wong, Dirk Schnieders, Miaomiao Liu
@inproceedings{han16mirror,
author = {Kai Han and Kwan-Yee K. Wong and Dirk Schnieders and Miaomiao Liu},
title = {Mirror Surface Reconstruction under an Uncalibrated Camera},
booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
year = {2016}
}
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2015
A Fixed Viewpoint Approach for Dense Reconstruction of Transparent Objects
@inproceedings{han15afixed,
author = {Kai Han and Kwan-Yee K. Wong and Miaomiao Liu},
title = {A Fixed Viewpoint Approach for Dense Reconstruction of Transparent Objects},
booktitle = {IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
year = {2015}
}
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Preprints
ViCo: Detail-Preserving Visual Condition for Personalized Text-to-Image Generation
Shaozhe Hao, Kai Han†, Shihao Zhao, Kwan-Yee K. Wong
@article{hao2023ViCo,
author = {Shaozhe Hao and Kai Han and Shihao Zhao and Kwan-Yee K. Wong},
title = {ViCo: Detail-Preserving Visual Condition for Personalized Text-to-Image Generation},
journal = {arXiv preprint arXiv:2306.00971},
year = {2023},
}
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GPT4GEO: How a Language Model Sees the World's Geography
Jonathan Roberts, Timo Lüddecke, Sowmen Das, Kai Han, Samuel Albanie
@article{roberts2023gpt4geo,
title = {GPT4GEO: How a Language Model Sees the World's Geography},
author = {Roberts, Jonathan and L{\"u}ddecke, Timo and Das, Sowmen and Han, Kai and Albanie, Samuel},
journal = {arXiv preprint arXiv:2306.00020},
year = {2023},
}
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What’s in a Name? Beyond Class Indices for Image Recognition
Kai Han*, Yandong Li*, Sagar Vaze*, Jie Li, Xuhui Jia
@article{han23scd,
author = {Kai Han and Yandong Li and Sagar Vaze and Jie Li and Xuhui Jia},
title = {What's in a Name? Beyond Class Indices for Image Recognition},
journal = {arXiv preprint arXiv:2304.02364},
year = {2023},
}
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HeadSculpt: Crafting 3D Head Avatars with Text
Xiao Han*, Yukang Cao*, Kai Han, Xiatian Zhu, Jiankang Deng, Yi-Zhe Song, Tao Xiang, Kwan-Yee K. Wong
@article{han2023headsculpt,
author = {Xiao Han and Yukang Cao and Kai Han and Xiatian Zhu and Jiankang Deng and Yi-Zhe Song and Tao Xiang and Kwan-Yee K. Wong},
title = {HeadSculpt: Crafting 3D Head Avatars with Text},
journal = {arXiv preprint arXiv:2306.03038},
year = {2023},
}
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SimSC: A Simple Framework for Semantic Correspondence with Temperature Learning
Xinghui Li, Kai Han, Xingchen Wan, Victor Adrian Prisacariu
@article{li23SimSC,
title = {SimSC: A Simple Framework for Semantic Correspondence with Temperature Learning},
author = {Xinghui Li and Kai Han and Xingchen Wan and Victor Adrian Prisacariu},
journal = {arXiv preprint arXiv:2305.02385},
year = {2023},
}
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SATIN: A Multi-Task Metadataset for Classifying Satellite Imagery using Vision-Language Models
@article{roberts2023satin,
title = {SATIN: A Multi-Task Metadataset for Classifying Satellite Imagery using Vision-Language Models},
author = {Jonathan Roberts and Kai Han and Samuel Albanie},
journal = {arXiv preprint arXiv:2304.11619},
year = {2023},
}
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Learning Inverse Rendering of Faces from Real-world Videos
Yuda Qiu*, Zhangyang Xiong*, Kai Han, Zhongyuan Wang, Zixiang Xiong, Xiaoguang Han
@article{qiu20learning,
author = {Yuda Qiu and Zhangyang Xiong and Kai Han and Zhongyuan Wang and Zixiang Xiong and Xiaoguang Han},
title = {Learning Inverse Rendering of Faces from Real-world Videos},
journal = {arXiv preprint arXiv:2003.12047},
year = {2020},
}