• 927 Citations
  • 13 h-Index
20092020

Research output per year

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Research Output

2020

A deep learning-based surface defect inspection system using multi-scale and channel-compressed features

Yang, J., Fu, G., Zhu, W., Cao, Y., Cao, Y. & Yang, M. Y., 13 Apr 2020, In : IEEE transactions on instrumentation and measurement. p. 1-11 11 p.

Research output: Contribution to journalArticleAcademicpeer-review

CONSAC: Robust Multi-Model Fitting by Conditional Sample Consensus

Kluger, F., Brachmann, E., Ackermann, H., Rother, C., Yang, M. Y. & Rosenhahn, B., 16 Jun 2020, Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR). Seattle: IEEE, p. 4633-4642 10 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Open Access
File

Deep learning for monocular depth estimation from UAV images

Madhuanand, L., Nex, F. & Yang, M. Y., 3 Aug 2020, ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences: XXIV ISPRS Congress. Paparoditis, N., Mallet, C., Lafarge, F., Remondino, F., Toschi, I. & Fuse, T. (eds.). International Society for Photogrammetry and Remote Sensing (ISPRS), Vol. V-2-2020. p. 451-458 8 p. (ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences).

Research output: Chapter in Book/Report/Conference proceedingChapterAcademicpeer-review

Open Access
File

Efficient training of semantic point cloud segmentation via active learning

Lin, Y., Vosselman, G., Cao, Y. & Yang, M. Y., 3 Aug 2020, ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences: XXIV ISPRS Congress. Paparoditis, N., Mallet, C., Lafarge, F., Remondino, F., Toschi, I. & Fuse, T. (eds.). International Society for Photogrammetry and Remote Sensing (ISPRS), Vol. V-2-2020. p. 243-250 8 p. (ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences).

Research output: Chapter in Book/Report/Conference proceedingChapterAcademicpeer-review

Open Access
File

Image Captioning through Image Transformer

He, S., Liao, W., Tavakoli, H. R., Yang, M., Rosenhahn, B. & Pugeault, N., 29 Apr 2020, In : arXiv.org. p. 1-17 17 p.

Research output: Contribution to journalArticleAcademic

File

LR-CNN: Local-aware region cnn for vehicle detection in aerial imagery

Liao, W., Chen, X., Yang, J., Roth, S., Goesele, M., Yang, M. Y. & Rosenhahn, B., 3 Aug 2020, ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences: XXIV ISPRS Congress. Paparoditis, N., Mallet, C., Lafarge, F., Remondino, F., Toschi, I. & Fuse, T. (eds.). Nice: International Society for Photogrammetry and Remote Sensing (ISPRS), Vol. V-2-2020. p. 381-388 8 p. (ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences).

Research output: Chapter in Book/Report/Conference proceedingChapterAcademicpeer-review

Open Access
File

Multi-channel residual network model for accurate estimation of spatially-varying and depth-dependent defocus kernels

Cao, Y., Ye, Z., He, Z., Yang, J., Cao, Y., Tisse, C. & Yang, M. Y., 15 Jan 2020, In : Optics express. 28, 2, p. 2263-2275 13 p.

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
File
28 Downloads (Pure)

Two-stream convolutional neural network for non-destructive subsurface defect detection via similarity comparison of lock-in thermography signals

Cao, Y., Dong, Y., Cao, Y., Yang, J. & Yang, M. Y., Jun 2020, In : NDT and E International. 112, p. 1-9 9 p., 102246.

Research output: Contribution to journalArticleAcademicpeer-review

UAVid: A semantic segmentation dataset for UAV imagery

Lyu, Y., Vosselman, G., Xia, G. S., Yilmaz, A. & Yang, M. Y., Jul 2020, In : ISPRS journal of photogrammetry and remote sensing. 165, p. 108-119 12 p.

Research output: Contribution to journalArticleAcademicpeer-review

2019

Accurate salient object detection via dense recurrent connections and residual-based hierarchical feature integration

Cao, Y., Fu, G., Yang, J., Cao, Y. & Yang, M. Y., 1 Oct 2019, In : Signal Processing: Image Communication. 78, p. 103-112 10 p.

Research output: Contribution to journalArticleAcademicpeer-review

A deep-learning-based approach for fast and robust steel surface defects classification

Fu, G., Sun, P., Zhu, W., Yang, J., Cao, Y., Yang, M. Y. & Cao, Y., 1 Oct 2019, In : Optics and Lasers in Engineering. 121, p. 397-405 9 p.

Research output: Contribution to journalArticleAcademicpeer-review

9 Citations (Scopus)

Application of Deep Learning for Delineation of Visible Cadastral Boundaries from Remote Sensing Imagery

Crommelinck, S., Koeva, M. N., Yang, M. Y. & Vosselman, G., 25 Oct 2019, In : Remote sensing. 11, 21, p. 1-22 22 p., 2505.

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
File
5 Citations (Scopus)
144 Downloads (Pure)

Box-level segmentation supervised deep neural networks for accurate and real-time multispectral pedestrian detection

Cao, Y., Guan, D., Wu, Y., Yang, J., Cao, Y. & Yang, M. Y., Apr 2019, In : ISPRS journal of photogrammetry and remote sensing. 150, April, p. 70-79 10 p.

Research output: Contribution to journalArticleAcademicpeer-review

3 Citations (Scopus)
1 Downloads (Pure)

Change detection between digital surface models from airborne laser scanning and dense image matching using convolutional neural networks

Zhang, Z., Vosselman, G., Gerke, M., Persello, C., Tuia, D. & Yang, M. Y., 29 May 2019, ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences: ISPRS Geospatial Week 2019. Vosselman, G., Oude Elberink, S. J. & Wang, M. Y. (eds.). 2/W5 ed. Enschede: International Society for Photogrammetry and Remote Sensing (ISPRS), Vol. IV. p. 453-460 8 p. (ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences).

Research output: Chapter in Book/Report/Conference proceedingChapterAcademicpeer-review

Open Access
File
1 Citation (Scopus)
81 Downloads (Pure)

Crowd-Driven and Automated Mapping of Field Boundaries in Highly Fragmented Agricultural Landscapes of Ethiopia with Very High Spatial Resolution Imagery

Marshall, M. T., Crommelinck, S., Kohli, D., Perger, C., Yang, M. Y., Ghosh, A., Fritz, S., de Bie, C. A. J. M. & Nelson, A. D., 5 Sep 2019, In : Remote sensing. 11, 2082.

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
File
27 Downloads (Pure)

Deep Learning for Semantic Segmentation of UAV Videos

Wang, Y., Lyu, Y., Cao, Y. & Yang, M. Y., 28 Jul 2019, 2019 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2019 - Proceedings. IEEE, p. 2459-2462 4 p. 8899786. (International Geoscience and Remote Sensing Symposium (IGARSS)).

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

1 Citation (Scopus)

Deep neural network for fast and accurate single image super-resolution via channel-attention-based fusion of orientation-aware features: preprint

Chen, D., He, Z., Cao, Y., Yang, J., Cao, Y., Yang, M. Y., Tang, S. & Zhuang, Y., 9 Dec 2019, In : arXiv.org. p. 1-12 12 p.

Research output: Contribution to journalArticleAcademic

Open Access
File
5 Downloads (Pure)

Detecting building changes between airborne laser scanning and photogrammetric data

Zhang, Z., Vosselman, G., Gerke, M., Persello, C., Tuia, D. & Yang, M. Y., 18 Oct 2019, In : Remote sensing. 11, 20, p. 1-17 17 p., 2417.

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
File
4 Citations (Scopus)
14 Downloads (Pure)

Exploiting attention for visual relationship detection

Hu, T., Liao, W., Yang, M. Y. & Rosenhahn, B., 25 Oct 2019, Pattern Recognition: 41st DAGM German Conference, DAGM GCPR 2019, Dortmund, Germany, September 10–13, 2019, Proceedings. Fink, G. A., Frintrop, S. & Jiang, X. (eds.). Cham: Springer, p. 331-344 14 p. (Lecture Notes in Computer Science; vol. 11824).

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Exploring the Semantics for Visual Relationship Detection

Liao, W., Lan, C., Zeng, W., Yang, M. Y. & Rosenhahn, B., 3 Apr 2019, In : arXiv.org. p. 1-13 13 p.

Research output: Contribution to journalArticleAcademic

Open Access
File
12 Downloads (Pure)

Fully convolutional networks for street furniture identification in panorama images

Ao, Y., Wang, J., Zhou, M., Lindenbergh, R. C. & Yang, M. Y., 4 Jun 2019, The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences: ISPRS Geospatial Week 2019. 2/W13 ed. International Society for Photogrammetry and Remote Sensing (ISPRS), Vol. 42. p. 13-20 8 p. (International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences).

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Open Access
File
25 Downloads (Pure)

Fusion of multispectral data through illumination-aware deep neural networks for pedestrian detection

Guan, D., Cao, Y., Yang, J., Cao, Y. & Yang, M. Y., 1 Oct 2019, In : Information Fusion. 50, p. 148-157 10 p.

Research output: Contribution to journalArticleAcademicpeer-review

13 Citations (Scopus)

Introduction to multimodal scene understanding

Yang, M. Y., Rosenhahn, B. & Murino, V., 2 Aug 2019, Multimodal Scene Understanding: Algorithms, Applications and Deep Learning. Yang, M. Y., Rosenhahn, B. & Murino, V. (eds.). Elsevier, p. 1-7 7 p.

Research output: Chapter in Book/Report/Conference proceedingChapterAcademicpeer-review

Learning convolutional neural networks for object detection with very little training data

Reinders, C., Ackermann, H., Yang, M. Y. & Rosenhahn, B., 2 Aug 2019, Multimodal Scene Understanding: Algorithms, Applications and Deep Learning. Yang, M. Y., Rosenhahn, B. & Murino, V. (eds.). Elsevier, p. 65-100 36 p.

Research output: Chapter in Book/Report/Conference proceedingChapterAcademicpeer-review

LIP: Learning instance propagation for video object segmentation

Lyu, Y., Vosselman, G., Xia, G. S. & Yang, M. Y., Oct 2019, Proceedings - 2019 International Conference on Computer Vision Workshop, ICCVW 2019. IEEE, p. 2739-2748 10 p. 9022371. (Proceedings - 2019 International Conference on Computer Vision Workshop, ICCVW 2019).

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Multimodal fusion architectures for pedestrian detection

Guan, D., Yang, J., Cao, Y., Yang, M. Y. & Cao, Y., 2 Aug 2019, Multimodal Scene Understanding: Algorithms, Applications and Deep Learning. Yang, M. Y., Rosenhahn, B. & Murino, V. (eds.). Elsevier, p. 101-133 33 p.

Research output: Chapter in Book/Report/Conference proceedingChapterAcademicpeer-review

Natural language guided visual relationship detection

Liao, W., Rosenhahn, B., Shuai, L. & Yang, M. Y., Jun 2019, Proceedings - 2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, CVPRW 2019. IEEE Computer Society Press, p. 444-453 10 p. 9025468. (IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops; vol. 2019-June).

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

1 Citation (Scopus)

Orientation-aware deep neural network for real image super-resolution

Du, C., Zewei, H., Anshun, S., Jiangxin, Y., Yanlong, C., Yanpeng, C., Siliang, T. & Yang, M. Y., Jun 2019, Proceedings - 2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, CVPRW 2019. IEEE Computer Society Press, p. 1944-1953 10 p. 9025541. (IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops; vol. 2019-June).

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

2 Citations (Scopus)
Open Access

Semantic Façade Segmentation from Airborne Oblique Images

Lin, Y., Nex, F. C. & Yang, M. Y., 1 Jun 2019, In : Photogrammetric engineering and remote sensing : PE&RS. 85, 6, p. 425-433 9 p.

Research output: Contribution to journalArticleAcademicpeer-review

1 Downloads (Pure)

Semantic segmentation of building in airborne images

Huang, S., Nex, F., Lin, Y. & Yang, M. Y., 4 Jun 2019, The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences: ISPRS Geospatial Week 2019. 2/W13 ed. Enschede: International Society for Photogrammetry and Remote Sensing (ISPRS), Vol. 42. p. 35-42 8 p. (International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences).

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Open Access
File
72 Downloads (Pure)

Unsupervised domain adaptation for multispectral pedestrian detection

Guan, D., Luo, X., Cao, Y., Yang, J., Cao, Y., Vosselman, G. & Yang, M. Y., Jun 2019, Proceedings - 2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, CVPRW 2019. IEEE Computer Society Press, p. 434-443 10 p. 9025341. (IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops; vol. 2019-June).

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Vehicle Detection in Aerial Images

Yang, M. Y., Liao, W., Li, X., Cao, Y. & Rosenhahn, B., 1 Apr 2019, In : Photogrammetric engineering and remote sensing : PE&RS. 85, 4, p. 297-304 8 p.

Research output: Contribution to journalArticleAcademicpeer-review

2 Citations (Scopus)
2 Downloads (Pure)
2018

A patch-based method for the evaluation of dense image matching quality

Zhang, Z., Gerke, M., Vosselman, G. & Yang, M. Y., 11 Apr 2018, In : International Journal of Applied Earth Observation and Geoinformation (JAG). 70, p. 25-34 10 p.

Research output: Contribution to journalArticleAcademicpeer-review

7 Citations (Scopus)

Best of "ISPRS Hannover Workshop 2017" : editorial

Heipke, C., Jacobsen, K., Rottensteiner, F., Stilla, U., Yang, M. Y., Skaloud, J., Colomina, I. & Cramer, M., 1 May 2018, In : Photogrammetric engineering and remote sensing : PE&RS. 84, 5, p. 247-248 2 p.

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
File
34 Downloads (Pure)

Cascaded Deep Networks with Multiple Receptive Fields for Infrared Image Super-Resolution

He, Z., Tang, S., Yang, J., Cao, Y., Yang, M. Y. & Cao, Y., 10 Aug 2018, (Accepted/In press) In : IEEE transactions on circuits and systems for video technology. 13 p., 8432397.

Research output: Contribution to journalArticleAcademicpeer-review

8 Citations (Scopus)

Deep Learning for Vehicle Detection in Aerial Images

Yang, M. Y., Liao, W., Li, X. & Rosenhahn, B., Oct 2018, 2018 25th IEEE International Conference on Image Processing (ICIP): 7-10 October 2018, Athens, Greece. IEEE, p. 3079-3083

Research output: Chapter in Book/Report/Conference proceedingChapterAcademicpeer-review

2 Citations (Scopus)

Filtering Photogrammetric Point Clouds Using Standard Lidar Filters Towards DTM Generation

Zhang, Z., Gerke, M., Vosselman, G. & Yang, M. Y., 28 May 2018, ISPRS TC II Mid-term Symposium “Towards Photogrammetry 2020”, 4–7 June 2018, Riva del Garda, Italy : ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences. Riva del Garda, Italy: International Society for Photogrammetry and Remote Sensing (ISPRS), p. 319-326 8 p. (ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences; vol. IV-2).

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Open Access
File
9 Citations (Scopus)
37 Downloads (Pure)

Foreword to the theme issue on geospatial computer vision

Wegner, J. D., Tuia, D., Yang, M. & Mallet, C., Jun 2018, In : ISPRS journal of photogrammetry and remote sensing. 140, p. 1-2 2 p.

Research output: Contribution to journalArticleAcademicpeer-review

1 Citation (Scopus)

Interactive Cadastral Boundary Delineation from UAV Data

Crommelinck, S., Höfle, B., Koeva, M. N., Yang, M. Y. & Vosselman, G., 28 May 2018, ISPRS TC II Mid-term Symposium “Towards Photogrammetry 2020”, 4–7 June 2018, Riva del Garda, Italy. Vol. IV-2. p. 81-88 8 p. (ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences).

Research output: Chapter in Book/Report/Conference proceedingChapterAcademicpeer-review

Open Access
File
7 Citations (Scopus)
59 Downloads (Pure)

Multi-Temporal Classification And Change Detection Using UAV Images

Makuti, S., Nex, F. C. & Yang, M. Y., 6 Jun 2018, 2018 ISPRS TC II Mid-term Symposium “Towards Photogrammetry 2020”, 4–7 June 2018, Riva del Garda, Italy. Riva Del Garda: International Society for Photogrammetry and Remote Sensing (ISPRS), p. 651-658 8 p. (The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences; vol. XLII-2).

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Open Access
File
5 Citations (Scopus)
255 Downloads (Pure)

Object Recognition from very few Training Examples for Enhancing Bicycle Maps

Reinders, C., Ackermann, H., Yang, M. Y. & Rosenhahn, B., Jun 2018, 2018 IEEE Intelligent Vehicles Symposium (IV). IEEE, p. 860-867 8 p.

Research output: Chapter in Book/Report/Conference proceedingChapterAcademicpeer-review

5 Citations (Scopus)

Semantic Building Façade Segmentation From Airborne Oblique Images

Lin, Y., Nex, F. C. & Yang, M. Y., 28 May 2018, ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences. 2 ed. International Society for Photogrammetry and Remote Sensing (ISPRS), Vol. IV. p. 209-216 8 p. 31540640

Research output: Chapter in Book/Report/Conference proceedingChapterAcademicpeer-review

Open Access
File
3 Citations (Scopus)
62 Downloads (Pure)

Special Issue Foreword Remote Sensing of Urban Environment (I)

Huang, X., Yang, M. Y. & Qin, R., 1 Nov 2018, In : Photogrammetric engineering and remote sensing : PE&RS. 84, 11, p. 679-679 1 p.

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
File
25 Downloads (Pure)

Tea Garden Detection from High-Resolution Imagery Using a Scene-Based Framework

Huang, X., Zhu, Z., Li, Y., Wu, B. & Yang, M., 1 Nov 2018, In : Photogrammetric engineering and remote sensing : PE&RS. 84, 11, p. 723-731 9 p.

Research output: Contribution to journalArticleAcademicpeer-review

The edge-preservation multi-classifier relearning framework for the classification of high-resolution remotely sensed imagery

Han, X., Huang, X., Li, J., Li, Y., Yang, M. Y. & Gong, J., 1 Apr 2018, In : ISPRS journal of photogrammetry and remote sensing. 138, p. 57-73 17 p.

Research output: Contribution to journalArticleAcademicpeer-review

10 Citations (Scopus)

The UAVid Dataset for Video Semantic Segmentation

Lyu, Y., Vosselman, G., Xia, G., Yilmaz, A. & Yang, M. Y., 24 Oct 2018, arXiv.org, 9 p.

Research output: Working paper

Open Access
File
3 Citations (Scopus)
15 Downloads (Pure)

Towards Automated Cadastral Boundary Delineation from UAV data

Crommelinck, S., Yang, M. Y., Koeva, M. N. & Vosselman, G., 30 Nov 2018, p. 6. 1 p.

Research output: Contribution to conferenceAbstract

Open Access
File
25 Downloads (Pure)

Video Event Recognition and Anomaly Detection by Combining Gaussian Process and Hierarchical Dirichlet Process Models

Yang, M. Y., Liao, W., Cao, Y. & Rosenhahn, B., 1 Apr 2018, In : Photogrammetric engineering and remote sensing : PE&RS. 84, 4, p. 203-214 12 p.

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
File
5 Citations (Scopus)
33 Downloads (Pure)