Chunhua Shen
School of Computer and Mathematical Sciences
Faculty of Sciences, Engineering and Technology
Eligible to supervise Masters and PhD - email supervisor to discuss availability.
N/A
Chunhua Shen is no longer supervising new HDR students as of Nov. 2021.
He was an Adjunct Professor of Data Science and AI at Faculty of Information Technology, Monash University.
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Journals
Year Citation 2024 Sun, L., Bian, J. W., Zhan, H., Yin, W., Reid, I., & Shen, C. (2024). SC-DepthV3: Robust Self-Supervised Monocular Depth Estimation for Dynamic Scenes. IEEE Transactions on Pattern Analysis and Machine Intelligence, 46(1), 497-508.
Scopus12024 Xian, K., Cao, Z., Shen, C., & Lin, G. (2024). Towards Robust Monocular Depth Estimation: A New Baseline and Benchmark. International Journal of Computer Vision.
2024 Zhang, B., Liu, L., Phan, M. H., Tian, Z., Shen, C., & Liu, Y. (2024). SegViT v2: Exploring Efficient and Continual Semantic Segmentation with Plain Vision Transformers. International Journal of Computer Vision, 132(4), 1126-1147.
2023 Zhu, M., Li, H., Chen, H., Fan, C., Mao, W., Jing, C., . . . Shen, C. (2023). SegPrompt: Boosting Open-world Segmentation via Category-level Prompt
Learning.2023 Lin, M., Chen, M., Zhang, Y., Shen, C., Ji, R., & Cao, L. (2023). Super Vision Transformer. International Journal of Computer Vision, 131(12), 3136-3151.
2023 Xie, Y., Zhang, J., Xia, Y., & Shen, C. (2023). Learning From Partially Labeled Data for Multi-Organ and Tumor Segmentation. IEEE Transactions on Pattern Analysis and Machine Intelligence, 45(12), 14905-14919.
2023 Liu, Y., Zhang, J., Peng, D., Huang, M., Wang, X., Tang, J., . . . Jin, L. (2023). SPTS v2: Single-Point Scene Text Spotting. IEEE Transactions on Pattern Analysis and Machine Intelligence, 45(12), 15665-15679.
Scopus2 WoS12023 Zhang, S., Sun, X., Chen, H., Li, B., & Shen, C. (2023). RGM: A Robust Generalizable Matching Model. 2023 Ge, Y., Zhou, Q., Wang, X., Shen, C., Wang, Z., & Li, H. (2023). Point-Teaching: Weakly Semi-supervised Object Detection with Point Annotations. Proceedings of the 37th AAAI Conference on Artificial Intelligence, AAAI 2023, 37, 667-675.
Scopus42023 Yin, W., Zhang, J., Wang, O., Niklaus, S., Chen, S., Liu, Y., & Shen, C. (2023). Towards Accurate Reconstruction of 3D Scene Shape From A Single Monocular Image. IEEE Transactions on Pattern Analysis and Machine Intelligence, 45(5), 6480-6494.
Scopus5 WoS22023 Sai, N., Bockman, J. P., Chen, H., Watson-Haigh, N., Xu, B., Feng, X., . . . Gilliham, M. (2023). StomaAI: an efficient and user-friendly tool for measurement of stomatal pores and density using deep computer vision. New Phytologist, 238(2), 904-915.
Scopus5 WoS3 Europe PMC22023 Xi, Y., Chen, H., Wang, N., Wang, P., Zhang, Y., Shen, C., & Liu, Y. (2023). A Dynamic Feature Interaction Framework for Multi-task Visual Perception. International Journal of Computer Vision, 131(11), 2977-2993.
2023 Wang, X., Zhang, R., Shen, C., & Kong, T. (2023). DenseCL: A simple framework for self-supervised dense visual pre-training. Visual Informatics, 7(1), 30-40.
Scopus22023 Liu, Y., Shu, C., Wang, J., & Shen, C. (2023). Structured Knowledge Distillation for Dense Prediction. IEEE Transactions on Pattern Analysis and Machine Intelligence, 45(6), 7035-7049.
Scopus53 WoS47 Europe PMC22023 Liu, J., Zhuang, B., Chen, P., Shen, C., Cai, J., & Tan, M. (2023). Single-Path Bit Sharing for Automatic Loss-Aware Model Compression. IEEE Transactions on Pattern Analysis and Machine Intelligence, 45(10), 12459-12473.
Scopus12023 Yan, Y., Shu, Y., Chen, S., Xue, J. H., Shen, C., & Wang, H. (2023). SPL-Net: Spatial-Semantic Patch Learning Network for Facial Attribute Recognition with Limited Labeled Data. International Journal of Computer Vision, 131(8), 2097-2121.
2022 Zhang, C., Cai, Y., Lin, G., & Shen, C. (2022). DeepEMD: Differentiable Earth Mover's Distance for Few-Shot Learning. IEEE Transactions on Pattern Analysis and Machine Intelligence, 45(5), 1-17.
Scopus22 WoS62022 Wang, L., Zhang, H., Xiao, Q., Xu, H., Shen, C., & Jin, X. (2022). Effective Eyebrow Matting with Domain Adaptation. Computer Graphics Forum, 41(7), 347-358.
2022 Tian, Z., Chu, X., Wang, X., Wei, X., & Shen, C. (2022). Fully Convolutional One-Stage 3D Object Detection on LiDAR Range Images. Advances in Neural Information Processing Systems, 35, 1-14.
Scopus52022 Mei, T., Corso, J. J., Kim, G., Luo, J., Shen, C., & Zhang, H. (2022). Guest Editorial Introduction to the Special Section on Video and Language. IEEE Transactions on Circuits and Systems for Video Technology, 32(1), 1-4.
Scopus12022 Sun, L., Yin, W., Xie, E., Li, Z., Sun, C., & Shen, C. (2022). Improving Monocular Visual Odometry Using Learned Depth. IEEE Transactions on Robotics, 38(5), 3173-3186.
Scopus5 WoS32022 Chen, P., Zhang, M., Shen, Y., Sheng, K., Gao, Y., Sun, X., . . . Shen, C. (2022). Efficient Decoder-Free Object Detection with Transformers. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 13670, 70-86.
Scopus42022 Cheng, L., Fang, P., Liang, Y., Zhang, L., Shen, C., & Wang, H. (2022). TSGB: Target-Selective Gradient Backprop for Probing CNN Visual Saliency. IEEE Transactions on Image Processing, 31, 2529-2540.
Scopus62022 Cai, Y., Liu, Y., Shen, C., Jin, L., Li, Y., & Ergu, D. (2022). Arbitrarily shaped scene text detection with dynamic convolution. Pattern Recognition, 127, 108608-1-108608-11.
Scopus14 WoS42022 Lu, H., Dai, Y., Shen, C., & Xu, S. (2022). Index Networks. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 44(1), 242-255.
Scopus20 WoS21 Europe PMC32022 Zhao, Y., Yu, X., Gao, Y., & Shen, C. (2022). Learning discriminative region representation for person retrieval. Pattern Recognition, 121, 10 pages.
Scopus19 WoS92022 Liu, Y., Shen, C., Jin, L., He, T., Chen, P., Liu, C., & Chen, H. (2022). ABCNet v2: Adaptive Bezier-Curve Network for Real-time End-to-end Text Spotting. IEEE Transactions on Pattern Analysis and Machine Intelligence, 44(11), 1-17.
Scopus35 WoS9 Europe PMC12022 Zhou, Y., Ji, R., Sun, X., Su, J., Meng, D., Gao, Y., & Shen, C. (2022). Plenty is Plague: Fine-Grained Learning for Visual Question Answering. IEEE Transactions on Pattern Analysis and Machine Intelligence, 44(2), 697-709.
Scopus8 WoS22022 Cui, Y., Guo, D., Shao, Y., Wang, Z., Shen, C., Zhang, L., & Chen, S. (2022). Joint Classification and Regression for Visual Tracking with Fully Convolutional Siamese Networks. International Journal of Computer Vision, 130(2), 550-566.
Scopus152022 Cao, J., Guo, Y., Wu, Q., Shen, C., Huang, J., & Tan, M. (2022). Improving Generative Adversarial Networks With Local Coordinate Coding. IEEE transactions on pattern analysis and machine intelligence, 44(1), 211-227.
Scopus8 WoS6 Europe PMC12022 Xu, G., Yin, W., Chen, H., Shen, C., Cheng, K., Wu, F., & Zhao, F. (2022). Towards 3D Scene Reconstruction from Locally Scale-Aligned Monocular
Video Depth.2022 Yin, W., Liu, Y., Shen, C., Hengel, A. V. D., & Sun, B. (2022). The devil is in the labels: Semantic segmentation from sentences. 2022 Sai, N., Bockman, J. P., Chen, H., Watson-Haigh, N., Xu, B., Feng, X., . . . Gilliham, M. (2022). SAI: Fast and automated quantification of stomatal parameters on microscope images.
2021 Xie, Y., Zhang, J., Liao, Z., Verjans, J., Shen, C., & Xia, Y. (2021). Intra- and Inter-pair Consistency for Semi-supervised Gland Segmentation.. IEEE transactions on image processing : a publication of the IEEE Signal Processing Society, 31, 894-905.
Scopus14 WoS5 Europe PMC12021 Bian, J. W., Zhan, H., Wang, N., Chin, T. J., Shen, C., & Reid, I. (2021). Auto-Rectify Network for Unsupervised Indoor Depth Estimation. IEEE Transactions on Pattern Analysis and Machine Intelligence, 44(12), 12 pages.
Scopus19 WoS8 Europe PMC22021 Liu, Y., He, T., Chen, H., Wang, X., Luo, C., Zhang, S., . . . Jin, L. (2021). Exploring the Capacity of an Orderless Box Discretization Network for Multi-orientation Scene Text Detection. International Journal of Computer Vision, 129(6), 1972-1992.
Scopus13 WoS62021 Yan, Q., Gong, D., Shi, J. Q., van den Hengel, A., Shen, C., Reid, I., & Zhang, Y. (2021). Dual-attention-guided network for ghost-free high dynamic range imaging. International Journal of Computer Vision, 130(1), 19 pages.
Scopus19 WoS92021 Yin, W., Liu, Y., & Shen, C. (2021). Virtual Normal: Enforcing Geometric Constraints for Accurate and Robust Depth Prediction. IEEE Transactions on Pattern Analysis and Machine Intelligence, 44(10), 13 pages.
Scopus17 WoS17 Europe PMC22019 Teney, D., Wang, P., Cao, J., Liu, L., Shen, C., & Hengel, A. V. D. (2019). V-PROM: A Benchmark for Visual Reasoning Using Visual Progressive Matrices.. CoRR, abs/1907.12271, 12071-12078.
WoS42017 Cao, Y., Shen, C., & Shen, H. T. (2017). Exploiting depth from single monocular images for object detection and semantic segmentation. IEEE Transactions on Image Processing, 26(2), 836-846.
Scopus48 WoS37 Europe PMC3 -
Conference Papers
Year Citation 2024 Ying, K., Zhong, Q., Mao, W., Wang, Z., Chen, H., Wu, L. Y., . . . Shen, C. (2024). CTVIS: Consistent Training for Online Video Instance Segmentation. In Proceedings of the IEEE International Conference on Computer Vision (pp. 899-908). Paris, France: IEEE.
Scopus32024 Wang, X., Zhang, X., Cao, Y., Wang, W., Shen, C., & Huang, T. (2024). SegGPT: Towards Segmenting Everything in Context. In Proceedings of the IEEE International Conference on Computer Vision (pp. 1130-1140). Paris, France: IEEE.
Scopus32024 Jing, C., Li, Y., Chen, H., & Shen, C. (2024). Retrieval-Augmented Primitive Representations for Compositional Zero-Shot Learning. In Proceedings of the AAAI Conference on Artificial Intelligence Vol. 38 (pp. 2652-2660). Association for the Advancement of Artificial Intelligence (AAAI).
2024 Wang, J., Cui, Y., Guo, D., Li, J., Liu, Q., & Shen, C. (2024). PointAttN: You Only Need Attention for Point Cloud Completion. In Proceedings of the AAAI Conference on Artificial Intelligence Vol. 38 (pp. 5472-5480). Vancouver, Canada: Association for the Advancement of Artificial Intelligence (AAAI).
Scopus12023 Xu, G., Yin, W., Chen, H., Shen, C., Cheng, K., & Zhao, F. (2023). FrozenRecon: Pose-free 3D Scene Reconstruction with Frozen Depth Models. In Proceedings of the IEEE International Conference on Computer Vision (pp. 9276-9286). Paris, France: IEEE.
Scopus22023 Wang, W., Ge, Y., Mei, H., Cai, Z., Sun, Q., Wang, Y., . . . Komura, T. (2023). Zolly: Zoom Focal Length Correctly for Perspective-Distorted Human Mesh Reconstruction. In Proceedings of the IEEE International Conference on Computer Vision (pp. 3902-3912). FRANCE, Paris: IEEE COMPUTER SOC.
2023 Yin, W., Zhang, C., Chen, H., Cai, Z., Yu, G., Wang, K., . . . Shen, C. (2023). Metric3D: Towards Zero-shot Metric 3D Prediction from A Single Image. In Proceedings of the IEEE International Conference on Computer Vision (pp. 9009-9019). Paris, France: IEEE.
Scopus22023 Zhang, C., Yin, W., Yu, G., Wang, Z., Chen, T., Fu, B., . . . Shen, C. (2023). Robust Geometry-Preserving Depth Estimation Using Differentiable Rendering. In Proceedings of the IEEE International Conference on Computer Vision (pp. 8917-8927). Paris, France: IEEE.
Scopus12023 Wang, Q., Liu, L., Jing, C., Chen, H., Liang, G., Wang, P., & Shen, C. (2023). Learning Conditional Attributes for Compositional Zero-Shot Learning. In Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition Vol. 2023-June (pp. 11197-11206). Online: IEEE.
Scopus52023 Wang, X., Wang, W., Cao, Y., Shen, C., & Huang, T. (2023). Images Speak in Images: A Generalist Painter for In-Context Visual Learning. In Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition Vol. 2023-June (pp. 6830-6839). Vancouver, BC, Canada: IEEE.
Scopus72023 Pang, G., Shen, C., Jin, H., & van den Hengel, A. (2023). Deep Weakly-supervised Anomaly Detection. In Proceedings of the 29th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (pp. 13 pages). Online: ACM.
Scopus6 WoS22023 Qin, Y., Chen, X., Chen, C., Shen, Y., Ren, B., Gu, Y., . . . Shen, C. (2023). FoPro: Few-Shot Guided Robust Webly-Supervised Prototypical Learning. In B. Williams, Y. Chen, & J. Neville (Eds.), Proceedings of the 37th AAAI Conference on Artificial Intelligence, AAAI 2023 Vol. 37 (pp. 2101-2109). Washington DC, USA: PKP Publishing Services Network.
2023 Zhuang, B., Liu, J., Pan, Z., He, H., Weng, Y., & Shen, C. (2023). A Survey on Efficient Training of Transformers. In IJCAI : proceedings of the conference / sponsored by the International Joint Conferences on Artificial Intelligence Vol. 2023-August (pp. 6823-6831). Macao, S.A.R: International Joint Conferences on Artificial Intelligence.
Scopus22023 Zhang, J., Chen, C., Li, B., Lyu, L., Wu, S., Ding, S., . . . Wu, C. (2023). DENSE: Data-Free One-Shot Federated Learning. In Advances in Neural Information Processing Systems Vol. 35. USA: Neural information processing systems foundation.
Scopus202023 Zhang, C., Yin, W., Wang, Z., Yu, G., Fu, B., & Shen, C. (2023). Hierarchical Normalization for Robust Monocular Depth Estimation. In Advances in Neural Information Processing Systems Vol. 35. USA: Neural information processing systems foundation.
Scopus22023 Gao, Y., Liu, J., Xu, Z., Zhang, J., Li, K., & Shen, C. (2023). PyramidCLIP: Hierarchical Feature Alignment for Vision-language Model Pretraining. In Advances in Neural Information Processing Systems Vol. 35. USA: Neural information processing systems foundation.
Scopus42022 Zhang, B., Tian, Z., Tang, Q., Chu, X., Wei, X., Shen, C., & Liu, Y. (2022). SegViT: Semantic Segmentation with Plain Vision Transformers. In Advances in Neural Information Processing Systems Vol. 35. Online: Neural information processing systems foundation.
Scopus182022 Long, A., Yin, W., Ajanthan, T., Nguyen, V., Purkait, P., Garg, R., . . . Van Den Hengel, A. (2022). Retrieval Augmented Classification for Long-Tail Visual Recognition. In Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition Vol. 2022-June (pp. 6949-6959). Online: IEEE.
Scopus24 WoS22022 Gao, Y., Zhuang, J. X., Lin, S., Cheng, H., Sun, X., Li, K., & Shen, C. (2022). DisCo: Remedying Self-supervised Learning on Lightweight Models with Distilled Contrastive Learning. In Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) Vol. 13686 LNCS (pp. 237-253). Online: Springer Nature Switzerland.
Scopus32022 Zhang, W., Huang, Z., Luo, G., Chen, T., Wang, X., Liu, W., . . . Shen, C. (2022). TopFormer: Token Pyramid Transformer for Mobile Semantic Segmentation. In Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition Vol. 2022-June (pp. 12073-12083). Online: IEEE.
Scopus872022 Li, R., Zhang, C., Lin, G., Wang, Z., & Shen, C. (2022). RigidFlow: Self-Supervised Scene Flow Learning on Point Clouds by Local Rigidity Prior. In Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition Vol. 2022-June (pp. 16938-16947). Online: IEEE.
Scopus122022 He, T., Yin, W., Shen, C., & van den Hengel, A. (2022). PointInst3D: Segmenting 3D Instances by Points. In Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) Vol. 13663 LNCS (pp. 286-302). Online: Springer.
Scopus52022 Peng, D., Wang, X., Liu, Y., Zhang, J., Huang, M., Lai, S., . . . Jin, L. (2022). SPTS: Single-Point Text Spotting. In Proceedings of the 30th ACM International Conference on Multimedia (pp. 10 pages). Online: ACM.
Scopus102022 Ding, C., Pang, G., & Shen, C. (2022). Catching Both Gray and Black Swans: Open-set Supervised Anomaly Detection. In Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition Vol. 2022-June (pp. 7378-7388). New Orleans, LA, USA: IEEE.
Scopus26 WoS172022 Wang, X., Yu, Z., De Mello, S., Kautz, J., Anandkumar, A., Shen, C., & Alvarez, J. M. (2022). FreeSOLO: Learning to Segment Objects without Annotations. In Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition Vol. 2022-June (pp. 14156-14166). New Orleans, LA, USA: IEEE.
Scopus26 WoS82022 Mao, W., Ge, Y., Shen, C., Tian, Z., Wang, X., Wang, Z., & den Hengel, A. V. (2022). Poseur: Direct Human Pose Regression with Transformers. In S. Avidan, G. Brostow, M. Cisse, G. M. Farinella, & T. Hassner (Eds.), Computer Vision - ECCV 2022. Vol. 13666 LNCS (pp. 72-88). Tel Aviv, Israel: Springer, Cham.
Scopus25 WoS162022 Dai, Y., Price, B., Zhang, H., & Shen, C. (2022). Boosting Robustness of Image Matting with Context Assembling and Strong Data Augmentation. In Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition Vol. 2022-June (pp. 11697-11706). New Orleans, LA, USA: IEEE.
Scopus112022 Lin, C., Wu, A., Liang, J., Zhang, J., Ge, W., Zheng, W. S., & Shen, C. (2022). Text-Adaptive Multiple Visual Prototype Matching for Video-Text Retrieval. In Advances in Neural Information Processing Systems Vol. 35 (pp. 12 pages). Online: Neural information processing systems foundation.
Scopus42022 Liang, J., Zhang, E., Zhang, J., & Shen, C. (2022). Multi-dataset Training of Transformers for Robust Action Recognition. In Advances in Neural Information Processing Systems Vol. 35. Online: Neural information processing systems foundation.
Scopus22022 Jia, S., Yin, B., Yao, T., Ding, S., Shen, C., Yang, X., & Ma, C. (2022). Adv-Attribute: Inconspicuous and Transferable Adversarial Attack on Face Recognition. In Advances in Neural Information Processing Systems Vol. 35 (pp. 1-12). New Orleans, Louisiana, USA: MIT Press.
Scopus52021 Li, R., Lin, G., He, T., Liu, F., & Shen, C. (2021). HCRF-flow: Scene Flow from Point Clouds with Continuous High-order CRFs and Position-aware Flow Embedding. In Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition (pp. 364-373). online: IEEE.
Scopus24 WoS162021 Shu, Y., Yan, Y., Chen, S., Xue, J. H., Shen, C., & Wang, H. (2021). Learning spatial-semantic relationship for facial attribute recognition with limited labeled data. In 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) (pp. 11911-11920). online: IEEE COMPUTER SOC.
Scopus21 WoS122021 Ruan, D., Yan, Y., Lai, S., Chai, Z., Shen, C., & Wang, H. (2021). Feature Decomposition and Reconstruction Learning for Effective Facial Expression Recognition. In Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition (pp. 7656-7665). online: IEEE.
Scopus101 WoS462021 Zhuge, Y., & Shen, C. (2021). Deep Reasoning Network for Few-shot Semantic Segmentation. In MM 2021 - Proceedings of the 29th ACM International Conference on Multimedia (pp. 5344-5352). New York, USA: ACM.
Scopus6 WoS22021 Chen, P., Liu, J., Zhuang, B., Tan, M., & Shen, C. (2021). AQD: Towards Accurate Quantized Object Detection. In Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition (pp. 104-113). online: IEEE.
Scopus18 WoS132021 He, T., Shen, C., & van den Hengel, A. (2021). DyCO3D: Robust Instance Segmentation of 3D Point Clouds through Dynamic Convolution. In Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition (pp. 354-363). online: IEEE.
Scopus56 WoS192021 Wang, H., Chen, P., Zhuang, B., & Shen, C. (2021). Fully Quantized Image Super-Resolution Networks. In MM '21: Proceedings of the 29th ACM International Conference on Multimedia (pp. 639-647). New York, USA: ACM.
Scopus12 WoS72021 Dai, Y., Lu, H., & Shen, C. (2021). Learning Affinity-Aware Upsampling for Deep Image Matting. In Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition (pp. 6837-6846). online: IEEE COMPUTER SOC.
Scopus30 WoS212021 Zhang, J., Xie, Y., Xia, Y., & Shen, C. (2021). DoDNet: Learning to Segment Multi-Organ and Tumors from Multiple Partially Labeled Datasets. In Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition (pp. 1195-1204). online: IEEE.
Scopus67 WoS542021 Shu, C., Liu, Y., Gao, J., Yan, Z., & Shen, C. (2021). Channel-wise Knowledge Distillation for Dense Prediction. In Proceedings of the 2021 IEEE/CVF International Conference on Computer Vision (ICCV) (pp. 5291-5300). online: IEEE.
Scopus93 WoS362021 Liu, Y., Chen, H., Chen, Y., Yin, W., & Shen, C. (2021). Generic Perceptual Loss for Modeling Structured Output Dependencies. In Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition (pp. 5420-5428). online: IEEE.
Scopus19 WoS42021 Yuan, J., Liu, Y., Shen, C., Wang, Z., & Li, H. (2021). A Simple Baseline for Semi-supervised Semantic Segmentation with Strong Data Augmentation. In Proceedings of the 2021 IEEE/CVF International Conference on Computer Vision (ICCV) (pp. 8209-8218). online: IEEE.
Scopus44 WoS52021 Mao, W., Tian, Z., Wang, X., & Shen, C. (2021). FCPose: Fully Convolutional Multi-Person Pose Estimation with Dynamic Instance-Aware Convolutions. In Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition (pp. 9030-9039). Nashville, TN, USA: IEEE.
Scopus38 WoS182021 Pang, G., Van Den Hengel, A., Shen, C., & Cao, L. (2021). Toward Deep Supervised Anomaly Detection: Reinforcement Learning from Partially Labeled Anomaly Data. In Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (pp. 1298-1308). online: ACM.
Scopus53 WoS272021 Xie, Y., Zhang, J., Shen, C., & Xia, Y. (2021). CoTr: Efficiently Bridging CNN and Transformer for 3D Medical Image Segmentation. In Medical Image Computing and Computer Assisted Intervention – MICCAI 2021 24th International Conference, Strasbourg, France, September 27–October 1, 2021, Proceedings, Part III Vol. 12903 LNCS (pp. 171-180). Switzerland: Springer International Publishing.
Scopus216 WoS1812021 Kong, L., Shen, C., & Yang, J. (2021). FastFlowNet: A Lightweight Network for Fast Optical Flow Estimation. In Proceedings - IEEE International Conference on Robotics and Automation (ICRA) Vol. 2021-May (pp. 10310-10316). Piscataway, New Jersey, United States: IEEE.
Scopus29 WoS92021 Guo, D., Shao, Y., Cui, Y., Wang, Z., Zhang, L., & Shen, C. (2021). Graph Attention Tracking. In Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition (pp. 9538-9547). Piscataway, New Jersey, USA: IEEE.
Scopus2702021 Chu, X., Tian, Z., Wang, Y., Zhang, B., Ren, H., Wei, X., . . . Shen, C. (2021). Twins: Revisiting the Design of Spatial Attention in Vision Transformers. In M. Ranzato (Ed.), Advances in Neural Information Processing Systems 34 Vol. 12 (pp. 9355-9366). Online: Curran Associates, Inc..
Scopus372 WoS142021 Yan, C., Pang, G., Wang, L., Jiao, J., Feng, X., Shen, C., & Li, J. (2021). BV-Person: A Large-scale Dataset for Bird-view Person Re-identification. In Proceedings 2021 IEEE/CVF International Conference on Computer Vision ICCV 2021 (pp. 10923-10932). Los Alamitos, CA, USA: IEEE.
Scopus122021 Yan, C., Pang, G., Jiao, J., Bai, X., Feng, X., & Shen, C. (2021). Occluded Person Re-Identification with Single-scale Global Representations. In Proceedings of the IEEE International Conference on Computer Vision (pp. 11855-11864). online: IEEE.
Scopus31 WoS132021 Chen, P., Zhuang, B., & Shen, C. (2021). FATNN: Fast and Accurate Ternary Neural Networks. In Proceedings 2021 IEEE/CVF International Conference on Computer Vision ICCV 2021 (pp. 5199-5208). Los Alamitos, CA,USA: IEEE.
Scopus62021 Zhang, C., Ding, H., Lin, G., Li, R., Wang, C., & Shen, C. (2021). Meta Navigator: Search for a Good Adaptation Policy for Few-shot Learning. In Proceedings 2021 IEEE/CVF International Conference on Computer Vision ICCV 2021 (pp. 9415-9424). Los Alamitos, CA, USA: IEEE.
Scopus192020 Teney, D., Wang, P., Cao, J., Liu, L., Shen, C., & Van Den Hengel, A. (2020). V-PROM: A benchmark for visual reasoning using visual progressive matrices. In Proceedings of the Thirty-Fourth AAAI Conference on Artificial Intelligence (AAAI-20) Vol. 34 (pp. 12071-12078). Palo Alto, CA: Association for the Advancement of Artificial Intelligence.
Scopus122011 Park, K., Shen, C., Hao, Z., & Kim, J. (2011). Efficiently learning a distance metric for large margin nearest neighbor classification. In Proceedings of the Twenty-Fifth AAAI Conference on Artificial Intelligence Vol. 1 (pp. 453-458). online: AAAI Press.
Scopus16 -
Preprint
Year Citation 2024 Xie, K., Yang, B., Chen, H., Wang, M., Zou, C., Xue, H., . . . Shen, C. (2024). Zippo: Zipping Color and Transparency Distributions into a Single
Diffusion Model.2024 Xu, G., Ge, Y., Liu, M., Fan, C., Xie, K., Zhao, Z., . . . Shen, C. (2024). Diffusion Models Trained with Large Data Are Transferable Visual Models. 2023 Wang, W., Zhao, C., Chen, H., Chen, Z., Zheng, K., & Shen, C. (2023). AutoStory: Generating Diverse Storytelling Images with Minimal Human
Effort.
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Current Higher Degree by Research Supervision (University of Adelaide)
Date Role Research Topic Program Degree Type Student Load Student Name 2022 Principal Supervisor Toward efficient 2D human pose estimation with transformer and conditional Convolution Doctor of Philosophy Doctorate Full Time Mr Weian Mao 2021 Principal Supervisor Towards Accurate Semi-Supervised Semantic Segmentation with Fewer Annotations Doctor of Philosophy Doctorate Full Time Miss Jinchao Ge 2021 Principal Supervisor Computer Vision Doctor of Philosophy Doctorate Full Time Mr Yongtao Ge 2021 Principal Supervisor Long-tailed visual recognition in an open world Doctor of Philosophy Doctorate Full Time Mr Qing Zhong 2020 Principal Supervisor Weakly Supervised Semantic Segmentation Doctor of Philosophy Doctorate Full Time Mr Choubo Ding -
Past Higher Degree by Research Supervision (University of Adelaide)
Date Role Research Topic Program Degree Type Student Load Student Name 2021 - 2024 Co-Supervisor Towards Effective and Efficient Semantic Segmentation Doctor of Philosophy Doctorate Full Time Mr Bowen Zhang 2020 - 2022 Principal Supervisor Deep Object Segmentation and Beyond Doctor of Philosophy Doctorate Full Time Mr Xinlong Wang 2020 - 2023 Principal Supervisor Label-Efficient Segmentation for Diverse Scenarios Doctor of Philosophy Doctorate Full Time Mr Yunzhi Zhuge 2020 - 2023 Principal Supervisor Deep Learning for Scene Text Detection, Recognition, and Understanding Doctor of Philosophy Doctorate Full Time Mr Xinyu Wang 2019 - 2022 Principal Supervisor Deep Learning for Robotic Scene Understanding Doctor of Philosophy Doctorate Full Time Mr Libo Sun 2019 - 2022 Co-Supervisor Self-supervised Learning of Monocular Depth from Video Doctor of Philosophy Doctorate Full Time Mr Jiawang Bian 2018 - 2021 Principal Supervisor Efficient Fully Convolutional Networks for Dense Prediction Tasks Doctor of Philosophy Doctorate Full Time Ms Yifan Liu 2018 - 2022 Principal Supervisor Efficient Deep Networks for Image Matting Doctor of Philosophy Doctorate Full Time Ms Yutong Dai 2018 - 2021 Principal Supervisor Multi-modality Data Analysis Using Deep Reinforcement Learning Doctor of Philosophy Doctorate Full Time Mr Hu Wang 2018 - 2019 Principal Supervisor High-performance Object Detection and Tracking using Deep Learning Master of Philosophy Master Full Time Mr Xinyu Wang 2018 - 2022 Principal Supervisor 3D Scene Reconstruction from A Monocular Image Doctor of Philosophy Doctorate Full Time Mr Wei Yin 2018 - 2021 Principal Supervisor Fully Convolutional Instance-level Visual Recognition Doctor of Philosophy Doctorate Full Time Mr Zhi Tian 2017 - 2021 Principal Supervisor Efficient Fully-Convolutional Networks for Image Perception Doctor of Philosophy Doctorate Full Time Mr Hao Chen 2017 - 2020 Principal Supervisor Efficient Scene Parsing with Imagery and Point Cloud Data Doctor of Philosophy Doctorate Full Time Mr Tong He 2017 - 2020 Co-Supervisor Semantic Image Segmentation and Other Dense Per-Pixel Tasks: Practical Approaches Doctor of Philosophy Doctorate Full Time Mr Vladimir Nekrasov 2016 - 2020 Co-Supervisor How Geometry Meets Learning in Pose Estimation Doctor of Philosophy Doctorate Full Time Mr Ming Cai 2016 - 2017 Principal Supervisor Deep Learning for Fine-Gained Visual Recognition Master of Philosophy Master Full Time Mr Teng Li 2015 - 2019 Principal Supervisor Context Learning and Weakly Supervised Learning for Semantic Segmentation Doctor of Philosophy Doctorate Full Time Mr Tong Shen 2015 - 2017 Principal Supervisor Sketch Image Recognition Using Deep Features Master of Philosophy Master Full Time Miss Yuchao Jiang 2014 - 2016 Principal Supervisor Deep Learning for Multi-label Scene Classification Master of Philosophy Master Full Time Mr Junjie Zhang 2014 - 2017 Principal Supervisor Deep Visual Representation for Weakly-supervised and Structured Output Tasks Doctor of Philosophy Doctorate Full Time Mr Yao Li 2014 - 2018 Principal Supervisor Towards Efficient Deep Neural Networks with Applications to Visual Recognition Doctor of Philosophy Doctorate Full Time Dr Bohan Zhuang 2014 - 2018 Principal Supervisor Text Detection and Recognition in Natural Scene Images Doctor of Philosophy Doctorate Full Time Mrs Hui Li 2013 - 2018 Principal Supervisor Deep Learning Based RGB-D Vision Tasks Doctor of Philosophy Doctorate Full Time Mr Yuanzhouhan Cao 2013 - 2017 Principal Supervisor Dynamic Scene Understanding with Applications to Traffic Monitoring Doctor of Philosophy Doctorate Full Time Mr Qichang Hu 2013 - 2018 Principal Supervisor Mid-level Representations for Action Recognition and Zero-shot Learning Doctor of Philosophy Doctorate Full Time Mr Ruizhi Qiao 2012 - 2014 Principal Supervisor Structured Output Prediction and Binary Code Learning in Computer Vision Doctor of Philosophy Doctorate Full Time Dr Guosheng Lin 2012 - 2014 Principal Supervisor Hypergraph Modeling for Saliency Detection and Beyond Master of Engineering Science Master Full Time Mr Yao Li 2011 - 2015 Principal Supervisor Learning Structured Prediction Models in Computer Vision Doctor of Philosophy Doctorate Full Time Miss Fayao Liu
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