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Species Distribution Modeling for Machine Learning Practitioners: A Review


Jul 03, 2021
Sara Beery, Elijah Cole, Joseph Parker, Pietro Perona, Kevin Winner

* ACM COMPASS 2021 

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Multi-Label Learning from Single Positive Labels


Jun 17, 2021
Elijah Cole, Oisin Mac Aodha, Titouan Lorieul, Pietro Perona, Dan Morris, Nebojsa Jojic

* CVPR 2021 

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The Multi-Agent Behavior Dataset: Mouse Dyadic Social Interactions


Apr 07, 2021
Jennifer J. Sun, Tomomi Karigo, Dipam Chakraborty, Sharada P. Mohanty, David J. Anderson, Pietro Perona, Yisong Yue, Ann Kennedy

* Dataset and challenge: https://www.aicrowd.com/challenges/multi-agent-behavior-representation-modeling-measurement-and-applications Part of MABe workshop @ CVPR21: https://sites.google.com/view/mabe21/home 

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Matched sample selection with GANs for mitigating attribute confounding


Mar 24, 2021
Chandan Singh, Guha Balakrishnan, Pietro Perona


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A linearized framework and a new benchmark for model selection for fine-tuning


Jan 29, 2021
Aditya Deshpande, Alessandro Achille, Avinash Ravichandran, Hao Li, Luca Zancato, Charless Fowlkes, Rahul Bhotika, Stefano Soatto, Pietro Perona

* 14 pages 

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Sequence-to-Sequence Contrastive Learning for Text Recognition


Dec 20, 2020
Aviad Aberdam, Ron Litman, Shahar Tsiper, Oron Anschel, Ron Slossberg, Shai Mazor, R. Manmatha, Pietro Perona


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A Number Sense as an Emergent Property of the Manipulating Brain


Dec 08, 2020
Neehar Kondapaneni, Pietro Perona

* 14 pages, 6 figures, 6 supplemental figures 

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Task Programming: Learning Data Efficient Behavior Representations


Nov 27, 2020
Jennifer J. Sun, Ann Kennedy, Eric Zhan, Yisong Yue, Pietro Perona


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Towards causal benchmarking of bias in face analysis algorithms


Jul 13, 2020
Guha Balakrishnan, Yuanjun Xiong, Wei Xia, Pietro Perona

* Long-form version of ECCV 2020 paper 

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Rethinking Zero-shot Video Classification: End-to-end Training for Realistic Applications


Mar 10, 2020
Biagio Brattoli, Joseph Tighe, Fedor Zhdanov, Pietro Perona, Krzysztof Chalupka

* Accepted for publication at CVPR 2020 

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Geocoding of trees from street addresses and street-level images


Feb 05, 2020
Daniel Laumer, Nico Lang, Natalie van Doorn, Oisin Mac Aodha, Pietro Perona, Jan Dirk Wegner

* Accepted for publication in ISPRS Journal of Photogrammetry and Remote Sensing 

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HMM-guided frame querying for bandwidth-constrained video search


Dec 31, 2019
Bhairav Chidambaram, Mason McGill, Pietro Perona

* 4 pages, 5 figures 

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PanDA: Panoptic Data Augmentation


Nov 27, 2019
Yang Liu, Pietro Perona, Markus Meister


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From Google Maps to a Fine-Grained Catalog of Street trees


Oct 07, 2019
Steve Branson, Jan Dirk Wegner, David Hall, Nico Lang, Konrad Schindler, Pietro Perona

* ISPRS Journal of Photogrammetry and Remote Sensing, Volume 135, January 2018, Pages 13-30 

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Anchor Loss: Modulating Loss Scale based on Prediction Difficulty


Sep 24, 2019
Serim Ryou, Seong-Gyun Jeong, Pietro Perona

* To appear in Proceedings of IEEE International Conference on Computer Vision (ICCV), 2019. (oral) 

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The iWildCam 2019 Challenge Dataset


Jul 15, 2019
Sara Beery, Dan Morris, Pietro Perona

* From the Sixth Fine-Grained Visual Categorization Workshop at CVPR19. arXiv admin note: text overlap with arXiv:1904.05986 

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Presence-Only Geographical Priors for Fine-Grained Image Classification


Jun 12, 2019
Oisin Mac Aodha, Elijah Cole, Pietro Perona


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Synthetic Examples Improve Generalization for Rare Classes


May 14, 2019
Sara Beery, Yang Liu, Dan Morris, Jim Piavis, Ashish Kapoor, Markus Meister, Neel Joshi, Pietro Perona


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The iWildCam 2018 Challenge Dataset


Apr 24, 2019
Sara Beery, Grant van Horn, Oisin Mac Aodha, Pietro Perona

* Challenge hosted at the fifth Fine-Grained Visual Categorization Workshop (FGVC5) at CVPR 2018 

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Task2Vec: Task Embedding for Meta-Learning


Feb 10, 2019
Alessandro Achille, Michael Lam, Rahul Tewari, Avinash Ravichandran, Subhransu Maji, Charless Fowlkes, Stefano Soatto, Pietro Perona


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Teaching Multiple Concepts to a Forgetful Learner


Oct 09, 2018
Anette Hunziker, Yuxin Chen, Oisin Mac Aodha, Manuel Gomez Rodriguez, Andreas Krause, Pietro Perona, Yisong Yue, Adish Singla


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It's all Relative: Monocular 3D Human Pose Estimation from Weakly Supervised Data


Jul 28, 2018
Matteo Ruggero Ronchi, Oisin Mac Aodha, Robert Eng, Pietro Perona

* BMVC 2018. Project page available at http://www.vision.caltech.edu/~mronchi/projects/RelativePose 

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Recognition in Terra Incognita


Jul 25, 2018
Sara Beery, Grant van Horn, Pietro Perona

* Accepted to ECCV 2018 

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Understanding the Role of Adaptivity in Machine Teaching: The Case of Version Space Learners


May 21, 2018
Yuxin Chen, Adish Singla, Oisin Mac Aodha, Pietro Perona, Yisong Yue


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The iNaturalist Species Classification and Detection Dataset


Apr 10, 2018
Grant Van Horn, Oisin Mac Aodha, Yang Song, Yin Cui, Chen Sun, Alex Shepard, Hartwig Adam, Pietro Perona, Serge Belongie

* CVPR 2018 

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Fast Conditional Independence Test for Vector Variables with Large Sample Sizes


Apr 08, 2018
Krzysztof Chalupka, Pietro Perona, Frederick Eberhardt


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Context Embedding Networks


Mar 29, 2018
Kun Ho Kim, Oisin Mac Aodha, Pietro Perona

* CVPR 2018 spotlight 

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