Publications

2018

Van Horn, G., Mac Aodha, O., Song, Y., Cui, Y., Sun, C., Shepard, A., Hartwig, A., Perona, P., and Belongie, S. The iNaturalist Species Classification and Detection Dataset IEEE Conference on Computer Vision and Pattern Recognition, CVPR. 2018. [pdf]

Van Horn, G., Loarie, S., Belongie, S., and Perona, P. Lean Multiclass Crowdsourcing. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.

Kim, K.h., Mac Aodha, O., and Perona, P. Context Embedding Networks. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018. [pdf]

Mac Aodha, O., Su, S., Chen, Y., Perona, P., and Yue, Y. Teaching Categories to Human Learners with Visual Explanations. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018. [pdf]

Cui, Y., Song, Y., Sun, C., Howard, A., and Belongie, S. Large Scale Fine-Grained Categorization and Domain-Specific Transfer Learning. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.

Cui, Y., Yang, G., Veit, A., Huang, X., and Belongie, S. Learning to Evaluate Image Captioning. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.

Chen, Y., Mac Aodha, O., Su, S., Perona, P., and Yue, Y. Near-Optimal Machine Teaching via Explanatory Teaching Sets. International Conference on Artificial Intelligence and Statistics (AISTATS), 2018.

2017

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]

Veit, A., Belongie, S., and Karaletsos, T. Conditional Similarity Networks Computer Vision and Pattern Recognition (CVPR), Honolulu, HI, 2017.

Veit, A., Alldrin, N,, Chechik, Gal, Krasin, I., Gupta, A., and Belongie, S. Learning From Noisy Large-Scale Datasets With Minimal Supervision Computer Vision and Pattern Recognition (CVPR), Honolulu, HI, 2017.

Cui, Y., Zhou, F., Wang, J., Liu, X., Lin, Y., and Belongie, S. Kernel Pooling for Convolutional Neural Networks Computer Vision and Pattern Recognition (CVPR), Honolulu, HI, 2017.

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)

Veit, A., Wilber, M., and Belongie, S. Residual Networks Behave Like Ensembles of Relatively Shallow Networks Neural Information Processing Systems (NIPS), Barcelona, 2016.

Cui, Y., Zhou, F., Lin, Y., and 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.

2015

Wilber, M., Kwak, I., Kriegman, D., and Belongie, S.. Learning Concept Embeddings with Combined Human-Machine Expertise. International Conference on Computer Vision (ICCV), 2015.(pdf)

Belongie, S., Perona, P. Visipedia circa 2015. Pattern Recognition Letters, 2015. (link)

Van Horn, G., Branson, S., Farrell, R., Haber, S., Barry, J., Ipeirotis, P., Perona, P., and Belongie, S. 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)

Veit, A., Kovacs, B., Bell, S., McAuley, J., Bala, K., and Belongie, S. Learning Visual Clothing Style with Heterogeneous Dyadic Co-occurrences International Conference on Computer Vision (ICCV), Santiago, Chile, 2015.

Patterson, G., Van Horn, G., Belongie, S., Perona, P., and Hays, J. Tropel Crowdsourcing Detectors with Minimal Training Human Computation (HCOMP), San Diego, CA, 2015.

Veit, A., Wilber, M., Vaish, R., Belongie, S., Davis, J., others, On Optimizing Human-Machine Task Assignments AAAI Conference on Human Computation and Crowdsourcing (HCOMP), San Diego, CA, 2015, (Work in Progress).

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)

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)

Branson, S.; Van Horn, G.; Wah, C.; Perona, P., and Belongie, S. The Ignorant Led by the Blind: A Hybrid Human–Machine Vision System for Fine-Grained Categorization. International Journal of Computer Vision (IJCV), 2014. (pdf)

Branson, S., Kristján Eldjárn Hjörleifsson, and P. Pietro 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, T., Jakes, J., Cheng, M., and Belongie, S. 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)