Phillip Isola

Assistant Professor

Massachusetts Institute of Technology

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I study intelligence, in both brains and machines. These days I mostly focus on computer vision and machine learning.

Papers54 papers

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Neural MMO v1.3: A Massively Multiagent Game Environment for Training and Evaluating Neural Networks

Joseph Suarez, Yilun Du,Igor Mordatch,Phillip Isola

Autonomous Agents and Multi-Agent Systems, pp.2020-2022, (2020)

Bibtex

What Makes for Good Views for Contrastive Learning

Yonglong Tian,Chen Sun, Ben Poole,Dilip Krishnan,Cordelia Schmid,Phillip Isola

NeurIPS 2020, (2020)

Bibtex

On the "steerability" of generative adversarial networks

Ali Jahanian,Lucy Chai,Phillip Isola

ICLR, (2020)

Cited by14EIBibtex

What makes fake images detectable? Understanding properties that generalize

Lucy Chai, David Bau, Ser-Nam Lim,Phillip Isola

european conference on computer vision, pp.103-120, (2020)

Bibtex

Noisy Agents: Self-supervised Exploration by Predicting Auditory Events

Chuang Gan, Xiaoyu Chen,Phillip Isola,Antonio Torralba,Joshua B. Tenenbaum

Bibtex

What makes for good views for contrastive learning

Tian Yonglong,Sun Chen, Poole Ben,Krishnan Dilip,Schmid Cordelia,Isola Phillip

NeurIPS, (2020)

EIBibtex

Supervised Contrastive Learning

Khosla Prannay,Teterwak Piotr,Wang Chen,Sarna Aaron,Tian Yonglong,Isola Phillip,Maschinot Aaron,Liu Ce,Krishnan Dilip

NeurIPS, (2020)

Cited by25EIBibtex

Rethinking Few-Shot Image Classification: a Good Embedding Is All You Need

Tian Yonglong,Wang Yue,Krishnan Dilip, Tenenbaum Joshua B.,Isola Phillip

european conference on computer vision, pp.266-282, (2020)

Cited by9Bibtex

Neural MMO v1.3: A Massively Multiagent Game Environment for Training and Evaluating Neural Networks

Suarez Joseph, Du Yilun, Mordach Igor,Isola Phillip

AAMAS '19: International Conference on Autonomous Agents and Multiagent Systems Auckland ..., pp.2020-2022, (2020)

EIBibtex

Contrastive Representation Distillation

Yonglong Tian,Dilip Krishnan,Phillip Isola

ICLR, (2020)

Cited by7EIBibtex

InGAN - Capturing and Retargeting the "DNA" of a Natural Image

Assaf Shocher, Shai Bagon,Phillip Isola,Michal Irani

ICCV, pp.4491-4500, (2019)

EIBibtex

Neural MMO: A Massively Multiagent Game Environment for Training and Evaluating Intelligent Agents

Joseph Suarez, Yilun Du,Phillip Isola,Igor Mordatch

arXiv: Multiagent Systems, (2019)

EIBibtex

Contrastive Multiview Coding

Yonglong Tian,Dilip Krishnan,Phillip Isola

CoRR, (2019)

Cited by75EIBibtex

Learning to Control Self-Assembling Morphologies: A Study of Generalization via Modularity

Deepak Pathak,Christopher Lu,Trevor Darrell,Phillip Isola,Alexei A. Efros

ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 32 (NIPS 2019), (2019): 2292-2302

Cited by7EIBibtex

InGAN: Capturing and Remapping the "DNA" of a Natural Image

Assaf Shocher,Shai Bagon,Phillip Isola,Michal Irani

arXiv: Computer Vision and Pattern Recognition, (2019)

Cited by11Bibtex

The Unreasonable Effectiveness of Deep Features as a Perceptual Metric

Richard Zhang,Phillip Isola,Alexei A. Efros,Eli Shechtman,Oliver Wang

CVPR, (2018): 586-595

Cited by884EIBibtex

3D Sketching using Multi-View Deep Volumetric Prediction

Johanna Delanoy,Mathieu Aubry,Phillip Isola,Alexei A. Efros,Adrien Bousseau

arXiv: Graphics, no. 1 (2018): 21

Cited by27EIBibtex

Internal Distribution Matching for Natural Image Retargeting

Assaf Shocher,Shai Bagon,Phillip Isola,Michal Irani

arXiv: Computer Vision and Pattern Recognition, (2018)

EIBibtex

Evolved Policy Gradients

Rein Houthooft, Richard Y. Chen,Phillip Isola, Bradly C. Stadie, Filip Wolski,Jonathan Ho,Pieter Abbeel

ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 31 (NIPS 2018), (2018)

Cited by87EIBibtex

CyCADA: Cycle-Consistent Adversarial Domain Adaptation

Judy Hoffman,Eric Tzeng,Taesung Park,Jun-Yan Zhu,Phillip Isola,Kate Saenko,Alexei A. Efros,Trevor Darrell

international conference on machine learning, (2018)

Cited by906EIBibtex

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