Publications

2017

Van Horn, G., Mac Aodha, O., Song, Y., Shepard, A., Hartwig, A., Perona, P., and Belongie, S. The iNaturalist Challenge 2017 Dataset. The Fourth Workshop on Fine-Grained Visual Categorization, CVPR. 2017. (arxiv)

Branson, S, van Horn, G., and Perona, P. Lean Crowdsourcing: Combining Humans and Machines in an Online System. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2017. [PDF]

2016

Wegner, J. D., Branson, S., Hall, D., Schindler, K., and Perona, P. . Cataloging public objects using aerial and street-level images-urban trees. In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp. 6014-6023. 2016. (pdf)

Cui, Y., Zhou, F., Lin, Y., Belongie, S. Fine-grained Categorization and Dataset Bootstrapping using Deep Metric Learning with Humans in the Loop. Computer Vision and Pattern Recognition (CVPR), Las Vegas, NV, 2016. (pdf)

2015

Wilber, Michael; Kwak, Iljung; Kriegman, David; Belongie, Serge. Learning Concept Embeddings with Combined Human-Machine Expertise. International Conference on Computer Vision (ICCV), 2015.(pdf)

Belongie, Serge; Perona, Pietro. Visipedia circa 2015. Pattern Recognition Letters, 2015. (link)

Van Horn, Grant; Branson, Steve; Farrell, Ryan; Haber, Scott; Barry, Jessie; Ipeirotis, Panos; Perona, Pietro; Belongie, Serge. Building a Bird Recognition App and Large Scale Dataset With Citizen Scientists: The Fine Print in Fine-Grained Dataset Collection. Computer Vision and Pattern Recognition (CVPR), Boston, MA, 2015.(pdf)

Wah, Catherine; Maji, Subhransu; Belongie, Serge. Learning Localized Perceptual Similarity Metrics for Interactive Categorization. IEEE Winter Conference on Applications of Computer Vision (WACV), Waikoloa Beach, HI, 2015. (pdf)

2014

Branson, Steve; Horn, Grant Van; Belongie, Serge; Perona, Pietro. Bird Species Categorization Using Pose Normalized Deep Convolutional Nets. British Machine Vision Conference (BMVC), Nottingham, 2014.(pdf)

Branson, Steve; Horn, Grant Van; Wah, Catherine; Perona, Pietro; Belongie, Serge The Ignorant Led by the Blind: A Hybrid Human–Machine Vision System for Fine-Grained Categorization. International Journal of Computer Vision (IJCV), 2014. (pdf)

Steve Branson, Kristján Eldjárn Hjörleifsson, Pietro Perona. Active Annotation Translation. IEEE Conference on Computer Vision (CVPR), Columbus, June 2014. (pdf)

Wah, Catherine; Horn, Grant Van; Branson, Steve; Maji, Subhransu; Perona, Pietro; Belongie, Serge. Similarity Comparisons for Interactive Fine-Grained Categorization. Computer Vision and Pattern Recognition (CVPR), Columbus, OH, 2014.(pdf)

Matera, Tomas; Jakes, Jan; Cheng, Munan; Belongie, Serge. A User Friendly Crowdsourcing Task Manager. Workshop on Computer Vision and Human Computation, Columbus, OH, 2014. (pdf)

2013

Branson, Steve; Beijbom, Oscar; Belongie, Serge. Efficient Large-Scale Structured Learning. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Portland, OR, 2013. (pdf)

Wah, Catherine, Belongie, Serge. Attribute-Based Detection of Unfamiliar Classes with Humans in the Loop. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Portland, OR, 2013. (pdf)

Patterson, Genevieve; Horn, Grant Van; Belongie, Serge; Perona, Pietro; Hays, James. Bootstrapping Fine-Grained Classifiers: Active Learning with a Crowd in the Loop. NIPS Workshop on Crowdsourcing: Theory, Algorithms and Applications, Lake Tahoe, 2013. (pdf)

2011

Gomes R., Welinder P., Krause A., Perona, P. . Crowdclustering. Conference on Neural Information Processing Systems (NIPS) 2011. (pdf)

Wah C., Branson S., Perona P., Belongie S. Multiclass Recognition and Part Localization with Humans in the Loop. IEEE International Conference on Computer Vision (ICCV) 2011. (pdf)

Branson S., Perona P., Belongie S. Strong Supervision From Weak Annotation: Interactive Training of Deformable Part Models. IEEE International Conference on Computer Vision (ICCV) 2011. (pdf, extended)

2010

Welinder P., Branson S., Belongie S., Perona, P. The Multidimensional Wisdom of Crowds. Conference on Neural Information Processing Systems (NIPS) 2010. (pdf)

Welinder P., Branson S., Mita T., Wah C., Schroff F., Belongie S., Perona, P. Caltech-UCSD Birds 200. Caltech Technical Report CNS-TR-2010-001. (pdf)

Branson S., Wah C., Babenko B., Schroff F., Welinder P., Perona P., Belongie S. Visual Recognition with Humans in the Loop European Conference on Computer Vision (ECCV), Heraklion, Crete, Sept., 2010. (pdf)

Welinder, P., Perona, P. Online crowdsourcing: rating annotators and obtaining cost-effective labels. Workshop on Advancing Computer Vision with Humans in the Loop at CVPR. 2010. (pdf)

Perona, P. Visions of a Visipedia. Proceedings of the IEEE August 2010. Vol. 98, Issue: 8, Pages 1526-1534 (pdf)