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  • Ming-Hsuan Yang
2019

Adversarial learning for semi-supervised semantic segmentation

Hung, W. C., Tsai, Y. H., Liou, Y. T., Lin, Y. Y. & Yang, M. H., 2019 Jan 1.

Research output: Contribution to conferencePaper

10 Citations (Scopus)

A fusion approach for multi-frame optical flow estimation

Ren, Z., Gallo, O., Sun, D., Yang, M. H., Sudderth, E. B. & Kautz, J., 2019 Mar 4, Proceedings - 2019 IEEE Winter Conference on Applications of Computer Vision, WACV 2019. Institute of Electrical and Electronics Engineers Inc., p. 2077-2086 10 p. 8658399. (Proceedings - 2019 IEEE Winter Conference on Applications of Computer Vision, WACV 2019).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

4 Citations (Scopus)

A simple and effective fusion approach for multi-frame optical flow estimation

Ren, Z., Gallo, O., Sun, D., Yang, M. H., Sudderth, E. B. & Kautz, J., 2019 Jan 1, Computer Vision – ECCV 2018 Workshops, Proceedings. Leal-Taixé, L. & Roth, S. (eds.). Springer Verlag, p. 706-710 5 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11134 LNCS).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Blind Image Deblurring via Deep Discriminative Priors

Li, L., Pan, J., Lai, W. S., Gao, C., Sang, N. & Yang, M. H., 2019 Aug 1, In : International Journal of Computer Vision. 127, 8, p. 1025-1043 19 p.

Research output: Contribution to journalArticle

7 Citations (Scopus)

Deep Semantic Matching with Foreground Detection and Cycle-Consistency

Chen, Y. C., Huang, P. H., Yu, L. Y., Huang, J. B., Yang, M. H. & Lin, Y. Y., 2019 Jan 1, Computer Vision - ACCV 2018 - 14th Asian Conference on Computer Vision, Revised Selected Papers. Jawahar, C. V., Schindler, K., Li, H. & Mori, G. (eds.). Springer Verlag, p. 347-362 16 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11363 LNCS).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

1 Citation (Scopus)

Detecting Anomalous Trajectories via Recurrent Neural Networks

Ma, C., Miao, Z., Li, M., Song, S. & Yang, M. H., 2019 Jan 1, Computer Vision – ACCV 2018 - 14th Asian Conference on Computer Vision, Revised Selected Papers. Mori, G., Li, H., Jawahar, C. V. & Schindler, K. (eds.). Springer Verlag, p. 370-382 13 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11364 LNCS).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Eidetic 3D LSTM: A model for video prediction and beyond

Wang, Y., Jiang, L., Yang, M. H., Li, L. J., Long, M. & Fei-Fei, L., 2019 Jan 1.

Research output: Contribution to conferencePaper

2 Citations (Scopus)

Gated fusion network for joint image deblurring and super-resolution

Zhang, X., Dong, H., Hu, Z., Lai, W. S., Wang, F. & Yang, M. H., 2019 Jan 1.

Research output: Contribution to conferencePaper

2 Citations (Scopus)

Head and Body Orientation Estimation Using Convolutional Random Projection Forests

Lee, D., Yang, M. H. & Oh, S., 2019 Jan 1, In : IEEE transactions on pattern analysis and machine intelligence. 41, 1, p. 107-120 14 p., 8219761.

Research output: Contribution to journalArticle

1 Citation (Scopus)

Hedging deep features for visual tracking

Qi, Y., Zhang, S., Qin, L., Huang, Q., Yao, H., Lim, J. & Yang, M. H., 2019 May 1, In : IEEE transactions on pattern analysis and machine intelligence. 41, 5, p. 1116-1130 15 p., 8344501.

Research output: Contribution to journalArticle

23 Citations (Scopus)

Interactive Hierarchical Object Proposals

Chen, M., Zhang, J., He, S., Yang, Q., Li, Q. & Yang, M. H., 2019 Sep, In : IEEE Transactions on Circuits and Systems for Video Technology. 29, 9, p. 2552-2566 15 p., 8115165.

Research output: Contribution to journalArticle

Joint Face Hallucination and Deblurring via Structure Generation and Detail Enhancement

Song, Y., Zhang, J., Gong, L., He, S., Bao, L., Pan, J., Yang, Q. & Yang, M. H., 2019 Jun 1, In : International Journal of Computer Vision. 127, 6-7, p. 785-800 16 p.

Research output: Contribution to journalArticle

5 Citations (Scopus)

Joint image filtering with deep convolutional networks

Li, Y., Huang, J. B., Ahuja, N. & Yang, M. H., 2019 Aug 1, In : IEEE transactions on pattern analysis and machine intelligence. 41, 8, p. 1909-1923 15 p., 8598855.

Research output: Contribution to journalArticle

8 Citations (Scopus)

Learning from PhotoShop Operation Videos: The PSOV Dataset

Cheng, J., Hsu, H. K., Fang, C., Jin, H., Wang, S. & Yang, M. H., 2019 Jan 1, Computer Vision – ACCV 2018 - 14th Asian Conference on Computer Vision, Revised Selected Papers. Mori, G., Li, H., Jawahar, C. V. & Schindler, K. (eds.). Springer Verlag, p. 223-239 17 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11364 LNCS).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Learning Multi-Task Correlation Particle Filters for Visual Tracking

Zhang, T., Xu, C. & Yang, M. H., 2019 Feb 1, In : IEEE transactions on pattern analysis and machine intelligence. 41, 2, p. 365-378 14 p., 8267285.

Research output: Contribution to journalArticle

48 Citations (Scopus)

Learning support correlation filters for visual tracking

Zuo, W., Wu, X., Lin, L., Zhang, L. & Yang, M. H., 2019 May 1, In : IEEE transactions on pattern analysis and machine intelligence. 41, 5, p. 1158-1172 15 p., 8344564.

Research output: Contribution to journalArticle

15 Citations (Scopus)

Learning to Deblur Images with Exemplars

Pan, J., Ren, W., Hu, Z. & Yang, M. H., 2019 Jun 1, In : IEEE transactions on pattern analysis and machine intelligence. 41, 6, p. 1412-1425 14 p., 8353166.

Research output: Contribution to journalArticle

6 Citations (Scopus)

Low-Light Image Enhancement via a Deep Hybrid Network

Ren, W., Liu, S., Ma, L., Xu, Q., Xu, X., Cao, X., Du, J. & Yang, M. H., 2019 Sep, In : IEEE Transactions on Image Processing. 28, 9, p. 4364-4375 12 p., 8692732.

Research output: Contribution to journalArticle

10 Citations (Scopus)

Multi-Task Structure-Aware Context Modeling for Robust Keypoint-Based Object Tracking

Li, X., Zhao, L., Ji, W., Wu, Y., Wu, F., Yang, M. H., Tao, D. & Reid, I., 2019 Apr 1, In : IEEE transactions on pattern analysis and machine intelligence. 41, 4, p. 915-927 13 p., 8322285.

Research output: Contribution to journalArticle

2 Citations (Scopus)

Occlusion-aware pedestrian detection

Apostolopoulos, C., Nasrollahi, K., Yang, M. H., Jahromi, M. N. S. & Moeslund, T. B., 2019 Jan 1, Eleventh International Conference on Machine Vision, ICMV 2018. Nikolaev, D. P., Verikas, A., Radeva, P. & Zhou, J. (eds.). SPIE, 110410I. (Proceedings of SPIE - The International Society for Optical Engineering; vol. 11041).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Parallel Coordinate Descent Newton Method for Efficient L1-Regularized Loss Minimization

Bian, Y. A., Li, X., Liu, Y. & Yang, M. H., 2019 Nov, In : IEEE Transactions on Neural Networks and Learning Systems. 30, 11, p. 3233-3245 13 p., 8661743.

Research output: Contribution to journalArticle

Robust Structural Sparse Tracking

Zhang, T., Xu, C. & Yang, M. H., 2019 Feb 1, In : IEEE transactions on pattern analysis and machine intelligence. 41, 2, p. 473-486 14 p., 8267329.

Research output: Contribution to journalArticle

26 Citations (Scopus)

Single Image Dehazing via Multi-scale Convolutional Neural Networks with Holistic Edges

Ren, W., Pan, J., Zhang, H., Cao, X. & Yang, M. H., 2019 Jan 1, (Accepted/In press) In : International Journal of Computer Vision.

Research output: Contribution to journalArticle

2 Citations (Scopus)

Structural Constraint Data Association for Online Multi-object Tracking

Yoon, J. H., Lee, C. R., Yang, M. H. & Yoon, K. J., 2019 Jan 15, In : International Journal of Computer Vision. 127, 1

Research output: Contribution to journalArticle

5 Citations (Scopus)

The sixth visual object tracking VOT2018 challenge results

Kristan, M., Leonardis, A., Matas, J., Felsberg, M., Pflugfelder, R., Zajc, L. Č., Vojír̃, T., Bhat, G., Lukežič, A., Eldesokey, A., Fernández, G., García-Martín, Á., Iglesias-Arias, Á., Alatan, A. A., González-García, A., Petrosino, A., Memarmoghadam, A., Vedaldi, A., Muhič, A., He, A. & 135 others, Smeulders, A., Perera, A. G., Li, B., Chen, B., Kim, C., Xu, C., Xiong, C., Tian, C., Luo, C., Sun, C., Hao, C., Kim, D., Mishra, D., Chen, D., Wang, D., Wee, D., Gavves, E., Gundogdu, E., Velasco-Salido, E., Khan, F. S., Yang, F., Zhao, F., Li, F., Battistone, F., De Ath, G., Subrahmanyam, G. R. K. S., Bastos, G., Ling, H., Galoogahi, H. K., Lee, H., Li, H., Zhao, H., Fan, H., Zhang, H., Possegger, H., Li, H., Lu, H., Zhi, H., Li, H., Lee, H., Chang, H. J., Drummond, I., Valmadre, J., Martin, J. S., Chahl, J., Choi, J. Y., Li, J., Wang, J., Qi, J., Sung, J., Johnander, J., Henriques, J., Choi, J., van de Weijer, J., Herranz, J. R., Martínez, J. M., Kittler, J., Zhuang, J., Gao, J., Grm, K., Zhang, L., Wang, L., Yang, L., Rout, L., Si, L., Bertinetto, L., Chu, L., Che, M., Maresca, M. E., Danelljan, M., Yang, M. H., Abdelpakey, M., Shehata, M., Kang, M., Lee, N., Wang, N., Miksik, O., Moallem, P., Vicente-Moñivar, P., Senna, P., Li, P., Torr, P., Raju, P. M., Ruihe, Q., Wang, Q., Zhou, Q., Guo, Q., Martín-Nieto, R., Gorthi, R. K., Tao, R., Bowden, R., Everson, R., Wang, R., Yun, S., Choi, S., Vivas, S., Bai, S., Huang, S., Wu, S., Hadfield, S., Wang, S., Golodetz, S., Ming, T., Xu, T., Zhang, T., Fischer, T., Santopietro, V., Štruc, V., Wei, W., Zuo, W., Feng, W., Wu, W., Zou, W., Hu, W., Zhou, W., Zeng, W., Zhang, X., Wu, X., Wu, X. J., Tian, X., Li, Y., Lu, Y., Law, Y. W., Wu, Y., Demiris, Y., Yang, Y., Jiao, Y., Li, Y., Zhang, Y., Sun, Y., Zhang, Z., Zhu, Z., Feng, Z. H., Wang, Z. & He, Z., 2019 Jan 1, Computer Vision – ECCV 2018 Workshops, Proceedings. Leal-Taixé, L. & Roth, S. (eds.). Springer Verlag, p. 3-53 51 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11129 LNCS).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

17 Citations (Scopus)

Tracking Persons-of-Interest via Unsupervised Representation Adaptation

Zhang, S., Huang, J. B., Lim, J., Gong, Y., Wang, J., Ahuja, N. & Yang, M. H., 2019 Jan 1, (Accepted/In press) In : International Journal of Computer Vision.

Research output: Contribution to journalArticle

Unseen Object Segmentation in Videos via Transferable Representations

Chen, Y. W., Tsai, Y. H., Yang, C. Y., Lin, Y. Y. & Yang, M. H., 2019 Jan 1, Computer Vision – ACCV 2018 - 14th Asian Conference on Computer Vision, Revised Selected Papers. Li, H., Jawahar, C. V., Mori, G. & Schindler, K. (eds.). Springer Verlag, p. 615-631 17 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11364 LNCS).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Ventral-dorsal neural networks: Object detection via selective attention

Ebrahimpour, M. K., Li, J., Yu, Y. Y., Reese, J. L., Moghtaderi, A., Yang, M. H. & Noelle, D. C., 2019 Mar 4, Proceedings - 2019 IEEE Winter Conference on Applications of Computer Vision, WACV 2019. Institute of Electrical and Electronics Engineers Inc., p. 986-994 9 p. 8658799. (Proceedings - 2019 IEEE Winter Conference on Applications of Computer Vision, WACV 2019).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2 Citations (Scopus)
2018

A Closed-Form Solution to Photorealistic Image Stylization

Li, Y., Liu, M. Y., Li, X., Yang, M. H. & Kautz, J., 2018 Jan 1, Computer Vision – ECCV 2018 - 15th European Conference, 2018, Proceedings. Ferrari, V., Sminchisescu, C., Hebert, M. & Weiss, Y. (eds.). Springer Verlag, p. 468-483 16 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11207 LNCS).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

6 Citations (Scopus)

Adaptive Correlation Filters with Long-Term and Short-Term Memory for Object Tracking

Ma, C., Huang, J. B., Yang, X. & Yang, M. H., 2018 Aug 1, In : International Journal of Computer Vision. 126, 8, p. 771-796 26 p.

Research output: Contribution to journalArticle

40 Citations (Scopus)

Composing Semantic Collage for Image Retargeting

Liu, S., Wei, Z., Sun, Y., Ou, X., Lin, J., Liu, B. & Yang, M. H., 2018 Oct, In : IEEE Transactions on Image Processing. 27, 10, p. 5032-5043 12 p.

Research output: Contribution to journalArticle

3 Citations (Scopus)

Constrained Superpixel Tracking

Wang, L., Lu, H. & Yang, M. H., 2018 Mar, In : IEEE Transactions on Cybernetics. 48, 3, p. 1030-1041 12 p., 7875137.

Research output: Contribution to journalArticle

12 Citations (Scopus)

Context-aware synthesis and placement of object instances

Lee, D., Liu, S., Gu, J., Liu, M. Y., Yang, M. H. & Kautz, J., 2018 Jan 1, In : Advances in Neural Information Processing Systems. 2018-December, p. 10393-10403 11 p.

Research output: Contribution to journalConference article

7 Citations (Scopus)

Correlation Particle Filter for Visual Tracking

Zhang, T., Liu, S., Xu, C., Liu, B. & Yang, M. H., 2018 Jun, In : IEEE Transactions on Image Processing. 27, 6, p. 2676-2687 12 p.

Research output: Contribution to journalArticle

49 Citations (Scopus)

Correlation Tracking via Joint Discrimination and Reliability Learning

Sun, C., Wang, D., Lu, H. & Yang, M. H., 2018 Dec 14, Proceedings - 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2018. IEEE Computer Society, p. 489-497 9 p. 8578156. (Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

36 Citations (Scopus)

Coview'18: The 1st workshop and challenge on comprehensive video understanding in the wild

Sohn, K., Lim, J., Yang, M. H., Hsu, J., Byun, H., Lin, S., Kim, E. & Kim, S., 2018 Oct 15, MM 2018 - Proceedings of the 2018 ACM Multimedia Conference. Association for Computing Machinery, Inc, p. 2113-2115 3 p. (MM 2018 - Proceedings of the 2018 ACM Multimedia Conference).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Deblurring Images via Dark Channel Prior

Pan, J., Sun, D., Pfister, H. & Yang, M. H., 2018 Oct 1, In : IEEE transactions on pattern analysis and machine intelligence. 40, 10, p. 2315-2328 14 p., 8048543.

Research output: Contribution to journalArticle

25 Citations (Scopus)

Deblurring Low-Light Images with Light Streaks

Hu, Z., Cho, S., Wang, J. & Yang, M. H., 2018 Oct 1, In : IEEE transactions on pattern analysis and machine intelligence. 40, 10, p. 2329-2341 13 p., 8094022.

Research output: Contribution to journalArticle

2 Citations (Scopus)

Deep attentive tracking via reciprocative learning

Pu, S., Song, Y., Ma, C., Zhang, H. & Yang, M. H., 2018 Jan 1, In : Advances in Neural Information Processing Systems. 2018-December, p. 1931-1941 11 p.

Research output: Contribution to journalConference article

20 Citations (Scopus)

Deep non-blind deconvolution via generalized low-rank approximation

Ren, W., Zhang, J., Ma, L., Pan, J., Cao, X., Zuo, W., Liu, W. & Yang, M. H., 2018 Jan 1, In : Advances in Neural Information Processing Systems. 2018-December, p. 297-307 11 p.

Research output: Contribution to journalConference article

8 Citations (Scopus)

Deep regression tracking with shrinkage loss

Lu, X., Ma, C., Ni, B., Yang, X., Reid, I. & Yang, M. H., 2018 Jan 1, Computer Vision – ECCV 2018 - 15th European Conference, 2018, Proceedings. Ferrari, V., Sminchisescu, C., Weiss, Y. & Hebert, M. (eds.). Springer Verlag, p. 369-386 18 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11218 LNCS).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

16 Citations (Scopus)

Deep Semantic Face Deblurring

Shen, Z., Lai, W. S., Xu, T., Kautz, J. & Yang, M. H., 2018 Dec 14, Proceedings - 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2018. IEEE Computer Society, p. 8260-8269 10 p. 8578960. (Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

24 Citations (Scopus)

DFT-based transformation invariant pooling layer for visual classification

Ryu, J., Yang, M. H. & Lim, J., 2018 Jan 1, Computer Vision – ECCV 2018 - 15th European Conference, 2018, Proceedings. Ferrari, V., Sminchisescu, C., Weiss, Y. & Hebert, M. (eds.). Springer Verlag, p. 89-104 16 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11218 LNCS).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2 Citations (Scopus)

Direct pose estimation for planar objects

Wu, P. C., Tseng, H. Y., Yang, M. H. & Chien, S. Y., 2018 Jul, In : Computer Vision and Image Understanding. 172, p. 50-66 17 p.

Research output: Contribution to journalArticle

1 Citation (Scopus)

Diverse Image-to-Image Translation via Disentangled Representations

Lee, H. Y., Tseng, H. Y., Huang, J. B., Singh, M. & Yang, M. H., 2018 Jan 1, Computer Vision – ECCV 2018 - 15th European Conference, 2018, Proceedings. Hebert, M., Ferrari, V., Sminchisescu, C. & Weiss, Y. (eds.). Springer Verlag, p. 36-52 17 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11205 LNCS).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

19 Citations (Scopus)

Dynamic Match Kernel with Deep Convolutional Features for Image Retrieval

Yang, J., Liang, J., Shen, H., Wang, K., Rosin, P. L. & Yang, M. H., 2018 Nov, In : IEEE Transactions on Image Processing. 27, 11, p. 5288-5302 15 p., 8374838.

Research output: Contribution to journalArticle

13 Citations (Scopus)

Dynamic Scene Deblurring Using Spatially Variant Recurrent Neural Networks

Zhang, J., Pan, J., Ren, J., Song, Y., Bao, L., Lau, R. W. H. & Yang, M. H., 2018 Dec 14, Proceedings - 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2018. IEEE Computer Society, p. 2521-2529 9 p. 8578365. (Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

24 Citations (Scopus)

Ensemble convolutional neural networks for pose estimation

Kawana, Y., Ukita, N., Huang, J. B. & Yang, M. H., 2018 Apr, In : Computer Vision and Image Understanding. 169, p. 62-74 13 p.

Research output: Contribution to journalArticle

6 Citations (Scopus)

Exploiting spatial-temporal locality of tracking via structured dictionary learning

Sui, Y., Wang, G., Zhang, L. & Yang, M. H., 2018 Mar, In : IEEE Transactions on Image Processing. 27, 3, p. 1282-1296 15 p.

Research output: Contribution to journalArticle

12 Citations (Scopus)

Fast and Accurate Image Super-Resolution with Deep Laplacian Pyramid Networks

Lai, W. S., Huang, J. B., Ahuja, N. & Yang, M. H., 2018 Aug 11, (Accepted/In press) In : IEEE transactions on pattern analysis and machine intelligence.

Research output: Contribution to journalArticle

38 Citations (Scopus)