Junhui HOU

2025

Acc3D: Accelerating Single Image to 3D Diffusion Models via Edge Consistency Guided Score Distillation

Liu, K., Zhu, Z., Liu, H. & Hou, J., 11 Jun 2025, The IEEE/CVF Conference on Computer Vision and Pattern Recognition 2025. 10 p.

Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review

A No-Reference Quality Assessment Model for Screen Content Videos via Hierarchical Spatiotemporal Perception

Liu, Z., Zeng, H., Chen, J., Ding, R., Shi, Y. & Hou, J., Feb 2025, In: IEEE Transactions on Circuits and Systems for Video Technology. 35, 2, 15 p., 10697204.

Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

1 Citation (Scopus)

Boosting 3D Object Detection with Semantic-Aware Multi-Branch Framework

Jing, H., Wang, A., Zhao, L., Yang, Y., Bu, D., Zhang, J., Zhang, Y. & Hou, J., Jun 2025, In: IEEE Transactions on Circuits and Systems for Video Technology. 35, 6, p. 5697 - 5710

Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

1 Citation (Scopus)

CSTA: Spatial-Temporal Causal Adaptive Learning for Exemplar-Free Video Class-Incremental Learning

Chen, T., Liu, H., Lim, C. H., See, J., Gao, X., Hou, J. & Lin, W., Jun 2025, In: IEEE Transactions on Circuits and Systems for Video Technology.

Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

DDM: A Metric for Comparing 3D Shapes Using Directional Distance Fields

Ren, S., Hou, J., Chen, X., Xiong, H. & Wang, W., Aug 2025, In: IEEE Transactions on Pattern Analysis and Machine Intelligence. 47, 8, p. 6631-6646 16 p., 10964075.

Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

1 Citation (Scopus)

Editorial for Special Issue on Three-dimensional Point Cloud Data Modeling, Processing, and Analysis

Hou, J., Yuan, H., Ma, Z. & Liu, S., 23 Apr 2025, In: APSIPA Transactions on Signal and Information Processing. 14, 2, e109.

Research output: Journal Publications and Reviews › Editorial Preface

Human as Points: Explicit Point-based 3D Human Reconstruction from Single-view RGB Images

Tang, Y., Zhang, Q., Liu, Y. & Hou, J., Jul 2025, In: IEEE Transactions on Pattern Analysis and Machine Intelligence. 47, 7, p. 5884-5900

Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

Irregular Tensor Low-Rank Representation for Hyperspectral Image Representation

Han, B., Jia, Y., Liu, H. & Hou, J., 2025, In: IEEE Transactions on Image Processing. 34, p. 3239 - 3252

Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

Learning Efficient and Effective Trajectories for Differential Equation-based Image Restoration

Zhu, Z., Hou, J., Liu, H., Zeng, H. & Hou, J., 1 Jul 2025, (Online published) In: IEEE Transactions on Pattern Analysis and Machine Intelligence.

Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

Leveraging Single-View Images for Unsupervised 3D Point Cloud Completion

Wu, L., Zhang, Q., Hou, J. & Xu, Y., 2025, In: IEEE Transactions on Multimedia. 27, p. 940-953

Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

1 Citation (Scopus)

Mixed Blessing: Class-Wise Embedding guided Instance-Dependent Partial Label Learning

Yang, F., Cheng, J., Liu, H., Dong, Y., Jia, Y. & Hou, J., 20 Jul 2025, KDD '25: Proceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining V.1. Association for Computing Machinery, p. 1763-1772

Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review

Modeling State Shifting via Local-Global Distillation for Event-Frame Gaze Tracking

Zhu, Z. (Co-first Author), Hou, J. (Co-first Author), Li, J., Wu, J. & Hou, J., 19 Jun 2025, (Online published) In: IEEE Transactions on Mobile Computing.

Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

MoDGS: Dynamic Gaussian Splatting from Casually-captured Monocular Videos with Depth Priors

Liu, Q. (Co-first Author), Liu, Y. (Co-first Author), Wang , J., Lyv, X., Wang, P., Wang, W. & Hou, J., 26 Apr 2025. 27 p.

Research output: Conference Papers › RGC 32 - Refereed conference paper (without host publication) › peer-review

Monge-Ampere Regularization for Learning Arbitrary Shapes from Point Clouds

Yang, C., Zhou, Y., Wei, G., Ma, L., Hou, J., Liu, Y. & Wang, W., Aug 2025, In: IEEE Transactions on Pattern Analysis and Machine Intelligence. 47, 8, p. 6809-6822

Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

NVS-Solver: Video Diffusion Model as Zero-shot Novel View Synthesizer

You, M. (Co-first Author), Zhu, Z. (Co-first Author), Liu, H. & Hou, J., 2025, 13th International Conference on Learning Representations (ICLR 2025). International Conference on Learning Representations, ICLR

Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review

OSC-Net: Object Semantic-aware Compression Network for 3D Point Cloud

Luo, K. (Co-first Author), Bu, D. (Co-first Author), Wang, A., Hou, J. & Yang, Y., 2025, In: APSIPA Transactions on Signal and Information Processing. 14, 2, e101.

Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

Open Access

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2 Downloads (CityUHK Scholars)

ParaSolver: A Hierarchical Parallel Integral Solver for Diffusion Models

Lu, J. (Co-first Author), Zhu, Z. (Co-first Author) & Hou, J., 2025.

Research output: Conference Papers › RGC 32 - Refereed conference paper (without host publication) › peer-review

Open Access

PointMCD: Boosting Deep Point Cloud Encoders via Multi-view Cross-modal Distillation for 3D Shape Recognition

Zhang, Q., Hou, J. & Qian, Y., 2025, In: IEEE Transactions on Multimedia. 27, p. 754-767 14 p.

Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

8 Citations (Scopus)

Rendering-Oriented 3D Point Cloud Attribute Compression using Sparse Tensor-based Transformer

Huo, X., Hou, J., Wan, S. & Yang, F., 28 Feb 2025, (Online published) In: IEEE Transactions on Circuits and Systems for Video Technology.

Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

RigGS: Rigging of 3D Gaussians for Modeling Articulated Objects in Videos

Yao, Y., Deng, Z. & Hou, J., 2025, (Accepted/In press/Filed) Proceedings - 2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR). IEEE, p. 5592-5601 (Conference on Computer Vision and Pattern Recognition (CVPR)).

Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review

Self-supervised Learning of LiDAR 3D Point Clouds via 2D-3D Neural Calibration

Zhang, Y., Hou, J., Ren, S., Wu, J., Yuan, Y. & Shi, G., 30 Jun 2025, (Online published) In: IEEE Transactions on Pattern Analysis and Machine Intelligence.

Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

Shape as Line Segments: Accurate and Flexible Implicit Surface Representation

Ren, S. & Hou, J., Apr 2025, 13th International Conference on Learning Representations (ICLR 2025).

Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review

Open Access

Synthetic-To-Real Video Person Re-ID

Zhang, X., Han, R., Wang, L., Song, L., Hou, J. & Feng, W., 2025, In: IEEE Transactions on Information Forensics and Security. 20, p. 5438 - 5450

Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

Unsupervised 3D Point Cloud Completion via Multi-view Adversarial Learning

Wu, L., Cheng, X., Xu, Y., Zeng, H. & Hou, J., 9 Apr 2025, (Online published) In: IEEE Transactions on Visualization and Computer Graphics.

Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

Unveiling the Power of Self-Supervision for Multi-View Multi-Human Association and Tracking

Feng, W., Wang, F., Han, R., Gan, Y., Qian, Z., Hou, J. & Wang, S., Jan 2025, In: IEEE Transactions on Pattern Analysis and Machine Intelligence. 47, 1, p. 351-368 18 p., 10684138.

Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

2 Citations (Scopus)

2024

3D Shape Completion on Unseen Categories: A Weakly-Supervised Approach

Wu, L., Hou, J., Song, L. & Xu, Y., 12 Sept 2024, (Online published) In: IEEE Transactions on Visualization and Computer Graphics.

Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

1 Citation (Scopus)

A Comprehensive Study of the Robustness for LiDAR-Based 3D Object Detectors Against Adversarial Attacks

Zhang, Y., Hou, J. & Yuan, Y., May 2024, In: International Journal of Computer Vision. 132, 5, p. 1592-1624

Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

21 Citations (Scopus)

Decoupling Dynamic Monocular Videos for Dynamic View Synthesis

You, M. & Hou, J., 26 Jul 2024, (Online published) In: IEEE Transactions on Visualization and Computer Graphics. p. 1-13

Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

Deep Diversity-Enhanced Feature Representation of Hyperspectral Images

Hou, J., Zhu, Z., Hou, J., Liu, H., Zeng, H. & Meng, D., Dec 2024, In: IEEE Transactions on Pattern Analysis and Machine Intelligence. 46, 12, p. 8123-8138

Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

4 Citations (Scopus)

Dynamic 3D Point Cloud Sequences as 2D Videos

Zeng, Y., Hou, J., Zhang, Q., Ren, S. & Wang, W., Dec 2024, In: IEEE Transactions on Pattern Analysis and Machine Intelligence. 46, 12, p. 9371-9386

Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

3 Citations (Scopus)

DynoSurf: Neural Deformation-Based Temporally Consistent Dynamic Surface Reconstruction

Yao, Y., Ren, S., Hou, J., Deng, Z., Zhang, J. & Wang, W., 25 Oct 2024, Computer Vision – ECCV 2024: 18th European Conference, Milan, Italy, September 29–October 4, 2024, Proceedings, Part XXXIII. Leonardis, A., Ricci, E., Roth, S., Russakovsky, O., Sattler, T. & Varol, G. (eds.). Springer, Cham, p. 271-288 (Lecture Notes in Computer Science; vol. 15091).

Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review

E-Motion: Future Motion Simulation via Event Sequence Diffusion

Wu, S., Zhu, Z., Hou, J., Shi, G. & Wu, J., 2024, NeurIPS Proceedings: Advances in Neural Information Processing Systems 37 (NeurIPS 2024). Globerson, A., Mackey, L., Belgrave, D., Fan, A., Paquet, U., Tomczak, J. & Zhang, C. (eds.). Vol. 37. (Advances in Neural Information Processing Systems; vol. 37).

Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review

Open Access

Enhancing Low-light Light Field Images with A Deep Compensation Unfolding Network

Lyu, X. & Hou, J., 2024, In: IEEE Transactions on Image Processing. 33, p. 4131-4144

Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

3 Citations (Scopus)

FairMatch: Promoting Partial Label Learning by Unlabeled Samples

Jiang, J., Jia, Y., LIU, H. & Hou, J., Aug 2024, KDD '24: Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining. Association for Computing Machinery, p. 1269-1278 10 p.

Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review

2 Citations (Scopus)

Fine-grained Image-to-LiDAR Contrastive Distillation with Visual Foundation Models

Zhang, Y. & Hou, J., Dec 2024, Advances in Neural Information Processing Systems 37 (NeurIPS 2024). Globerson, A., Mackey, L., Belgrave, D., Fan, A., Paquet, U., Tomczak, J. & Zhang, C. (eds.). Neural Information Processing Systems (NeurIPS), 34 p. (Advances in Neural Information Processing Systems).

Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review

Open Access

Flatten Anything: Unsupervised Neural Surface Parameterization

Zhang, Q., Hou, J., Wang, W. & He, Y., 2024, NeurIPS Proceedings: Advances in Neural Information Processing Systems 37 (NeurIPS 2024). Globerson, A., Mackey, L., Belgrave, D., Fan, A., Paquet, U., Tomczak, J. & Zhang, C. (eds.). Neural Information Processing Systems (NeurIPS), (Advances in Neural Information Processing Systems).

Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review

Open Access

Guest editorial: Deep learning-based point cloud processing, compression and analysis

Zhang, Y., Hamzaoui, R., Wang, X., Hou, J. & Valenzise, G., Jul 2024, In: Electronics Letters. 60, 14, e13266.

Research output: Journal Publications and Reviews › Editorial Preface

Light Field Depth Estimation via Stitched Epipolar Plane Images

Zhou, P., Shi, L., Liu, X., Jin, J., Zhang, Y. & Hou, J., Oct 2024, In: IEEE Transactions on Visualization and Computer Graphics. 30, 10, p. 6866-6879

Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

6 Citations (Scopus)

MCHM '24: The 1st International Workshop on Multimedia Computing for Health and Medicine

Lu, X., Yue, W., Razzak, I., Hu, K., Lv, J., Zhang, S., Hou, J., Wang, Z., Luo, J. & Xiang, W., 2024, MCHM'24: Proceedings of the 1st International Workshop on Multimedia Computing for Health and Medicine. Association for Computing Machinery

Research output: Chapters, Conference Papers, Creative and Literary Works › Foreword/preface/postscript › peer-review

Noisy Label Removal for Partial Multi-Label Learning

Yang, F., Jia, Y., Liu, H., Dong, Y. & Hou, J., Aug 2024, KDD '24: Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining. Association for Computing Machinery, p. 3724-3735 (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining).

Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review

1 Citation (Scopus)

On Optimal Sampling for Learning SDF Using MLPs Equipped with Positional Encoding

Lin, G., Yang, L., Liu, Y., Zhang, C., Hou, J., Jin, X., Komura, T., Keyser, J. & Wang, W., 24 Dec 2024, (Online published) In: IEEE Transactions on Visualization and Computer Graphics. 13 p., 10815066.

Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

PointVST: Self-Supervised Pre-Training for 3D Point Clouds Via View-Specific Point-to-Image Translation

Zhang, Q. & Hou, J., Oct 2024, In: IEEE Transactions on Visualization and Computer Graphics. 30, 10, p. 6900-6912 13 p.

Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

7 Citations (Scopus)

PrefPaint: Aligning Image Inpainting Diffusion Model with Human Preference

Liu, K. (Co-first Author), Zhu, Z. (Co-first Author), Li, C. (Co-first Author), Liu, H., Zeng, H. & Hou, J., Dec 2024, Advances in Neural Information Processing Systems 37 (NeurIPS 2024). Globerson, A., Mackey, L., Belgrave, D., Fan, A., Paquet, U., Tomczak, J. & Zhang, C. (eds.). Neural Information Processing Systems (NeurIPS), 36 p. (Advances in Neural Information Processing Systems).

Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review

Open Access

Probabilistic-Based Feature Embedding of 4-D Light Fields for Compressive Imaging and Denoising

Lyu, X. & Hou, J., Jun 2024, In: International Journal of Computer Vision. 132, 6, p. 2255–2275 21 p.

Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

3 Citations (Scopus)

RainyScape: Unsupervised Rainy Scene Reconstruction using Decoupled Neural Rendering

Lyu, X., Liu, H. & Hou, J., 28 Oct 2024, MM '24: Proceedings of the 32nd ACM International Conference on Multimedia. New York, NY, United States: Association for Computing Machinery, p. 10920-10929 10 p.

Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review

1 Citation (Scopus)

Rethinking the One-shot Object Detection: Cross-Domain Object Search

Zhang, Y., Zheng, S., Han, R., Feng, Y., Hou, J., Song, L., Feng, W. & Wan, L., 28 Oct 2024, MM '24: Proceedings of the 32nd ACM International Conference on Multimedia. New York, NY, United States: Association for Computing Machinery, p. 9573-9581 9 p.

Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review

Segment Any Event Streams via Weighted Adaptation of Pivotal Tokens

Chen, Z., ZHU, Z., ZHANG, Y., HOU, J., Shi, G. & Wu, J., 2024, 2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR). Ceballos, C. (ed.). IEEE, p. 3890-3900 11 p. (Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition).

Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review

2 Citations (Scopus)

Spatial-Temporal Graph Enhanced DETR Towards Multi-Frame 3D Object Detection

Zhang, Y., Zhu, Z., Hou, J. & Wu, D., Dec 2024, In: IEEE Transactions on Pattern Analysis and Machine Intelligence. 46, 12, p. 10614-10628

Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

4 Citations (Scopus)

Superpixel Graph Contrastive Clustering with Semantic-Invariant Augmentations for Hyperspectral Images

Qi, J., Jia, Y., Liu, H. & Hou, J., Nov 2024, In: IEEE Transactions on Circuits and Systems for Video Technology. 34, 11, p. 11360-11372

Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

1 Citation (Scopus)

Tucker Decomposition and Log-Gabor Feature-Based Quality Assessment for the Screen Content Videos

Huang, H., Zeng, H., Chen, J., Hou, J., Hsia, C.-H. & Ma, K.-K., 2024, In: IEEE Transactions on Instrumentation and Measurement. 73, 5016113.

Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

4 Citations (Scopus)

Prof. Junhui HOU, 侯軍輝

Research output

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