Southampton-York Natural Scenes (SYNS) Dataset
Adams, W.J., Elder, J.H., Graf, E.W., Leyland, J., Lugtigheid, A.J. & Muryy, A. (2016). The Southampton-York Natural Scenes (SYNS) dataset: Statistics of surface attitude. Scientific Reports vol. 6. (16 pages)

Salient Object Dataset (SOD)
Movahedi, V. & Elder, J.H. (2010) Design and perceptual validation of performance measures for salient object segmentation, Proc. CVPR Workshop on Perceptual Organization in Computer Vision (WPOCV), IEEE Computer Society, Los Alamitos, CA, 49-56.

York Urban Dataset (York UrbanDB)
Denis, P., Elder, J.H., Estrada, F. (2008) Efficient edge-based methods for estimating Manhattan frames in urban imagery, Proc. European Conf. on Computer Vision (ECCV) II, 5303, 197-210.

Toronto-2020 Dataset (Toronto2020)
Cheng, G., Wang, Y., Qian, Y. &  Elder, J.H. (2020) Geometry-Guided Adaptation for Road Segmentation, Proc. 17th Conference on Computer and Robot Vision (CRV), 46-53.

Contour Mapping Measure (CMM)
Movahedi, V. & Elder, J.H. (2010) Design and perceptual validation of performance measures for salient object segmentation, Proc. CVPR Workshop on Perceptual Organization in Computer Vision (WPOCV), IEEE Computer Society, Los Alamitos, CA, 49-56.

Edge Detection and Blur Estimation (EDGE)
Elder, J.H. & Zucker, S.W. (1998). Local scale control for edge detection and blur estimation. IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 20, no. 7, 699-716.

Line Segmentation (MCMLSD)
Almazen, E.J., Tal, R., Qian, Y. & Elder, J.H. (2017) A dynamic programming approach to line segment detection.  IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2031-2039.

3D Reconstruction (LS3D)
Qian, Y., Ramalingam, S. & Elder, J.H.(2019) LS3D: Single-View Gestalt 3D Surface Reconstruction from Manhattan Line Segments. Proceedings of the Asian Conference on Computer Vision (ACCV), LNCS 11364, 399-416.

Unsupervised Player Classification (UPC)
Maria Koshkina, Hemanth Pidaparthy, James H. Elder (2021) Contrastive Learning for Sports Video: Unsupervised Player Classification. Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops.