Isola, Phillip
- The Platonic Representation Hypothesis
2024/05/13 by Minyoung Huh, Huh, Minyoung, Brian Cheung +5 · 37 voices · 105 citations
Arts and Humanities · #Classical Philosophy and Thought
- The Unreasonable Effectiveness of Deep Features as a Perceptual Metric
2018/01/11 by Zhang, Richard, Isola, Phillip, Efros, Alexei A. +2 · 1481 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Graphics (cs.GR)
- Colorful Image Colorization
2016/03/28 by Richard Zhang, Zhang, Richard, Phillip Isola +3 · 2 voices · 33 citations
Computer Science · #Advanced Image and Video Retrieval Techniques #Generative Adversarial Networks and Image Synthesis #Image Enhancement Techniques #cs.CV
- Image-to-Image Translation with Conditional Adversarial Networks
2016/11/21 by Isola, Phillip, Zhu, Jun-Yan, Zhou, Tinghui +1 · 292 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- Supervised Contrastive Learning
2020/04/23 by Prannay Khosla, Piotr Teterwak, Khosla, Prannay +15 · 241 citations
Computer Science · #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Multimodal Machine Learning Applications
- Understanding Contrastive Representation Learning through Alignment and Uniformity on the Hypersphere
2020/05/20 by Wang, Tongzhou, Isola, Phillip · 131 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Contrastive Multiview Coding
2019/06/13 by Yonglong Tian, Tian, Yonglong, Dilip Krishnan +3 · 147 citations
Computer Science · #Advanced Vision and Imaging #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Image Enhancement Techniques #Machine Learning (cs.LG) #Video Surveillance and Tracking Methods
- Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks
2017/03/30 by Jun-Yan Zhu, Taesung Park, Zhu, Jun-Yan +5 · 2 voices · 56 citations
Computer Science · #Advanced Image Processing Techniques #Advanced Vision and Imaging #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #cs.CV
- CyCADA: Cycle-Consistent Adversarial Domain Adaptation
2017/11/08 by Judy Hoffman, Eric Tzeng, Hoffman, Judy +13 · 55 citations
Computer Science · #Anomaly Detection Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis
- What Makes for Good Views for Contrastive Learning?
2020/05/20 by Yonglong Tian, Tian, Yonglong, Chen Sun +9 · 68 citations
Social Sciences · #Adult and Continuing Education Topics #Education and Critical Thinking Development #Educator Training and Historical Pedagogy
- Contrastive Representation Distillation
2019/10/23 by Tian, Yonglong, Krishnan, Dilip, Isola, Phillip · 46 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- DreamSim: Learning New Dimensions of Human Visual Similarity using Synthetic Data
2023/06/15 by Stephanie Fu, Fu, Stephanie, Netanel Y. Tamir +11 · 70 citations
Computer Science · Neuroscience · #Aesthetic Perception and Analysis #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Image Retrieval and Classification Techniques #Machine Learning (cs.LG) #Visual Attention and Saliency Detection
- What makes fake images detectable? Understanding properties that generalize
2020/08/24 by Chai, Lucy, Bau, David, Lim, Ser-Nam +1 · 37 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- INeRF: Inverting Neural Radiance Fields for Pose Estimation
2020/12/10 by Yen-Chen Lin, Yen-Chen, Lin, Pete Florence +9 · 31 citations
Computer Science · Engineering · #Advanced Neural Network Applications #Advanced Vision and Imaging #Robotics and Sensor-Based Localization
- Exploring Visual Prompts for Adapting Large-Scale Models
2022/03/31 by Bahng, Hyojin, Jahanian, Ali, Sankaranarayanan, Swami +1 · 29 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- Improving CLIP Training with Language Rewrites
2023/05/31 by Fan, Lijie, Krishnan, Dilip, Isola, Phillip +2 · 36 citations
#Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- The Low-Rank Simplicity Bias in Deep Networks
2021/03/18 by Minyoung Huh, Hossein Mobahi, Huh, Minyoung +9 · 26 citations
Engineering · Computer Science · #Sparse and Compressive Sensing Techniques #Advanced Neural Network Applications #Domain Adaptation and Few-Shot Learning
- Visually Indicated Sounds
2015/12/28 by Owens, Andrew, Isola, Phillip, McDermott, Josh +3 · 13 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Sound (cs.SD)
- Distilled Feature Fields Enable Few-Shot Language-Guided Manipulation
2023/07/27 by William Shen, Shen, William, Ge Yang +9 · 25 citations
Computer Science · #Multimodal Machine Learning Applications #Natural Language Processing Techniques #Domain Adaptation and Few-Shot Learning
- Straightening Out the Straight-Through Estimator: Overcoming Optimization Challenges in Vector Quantized Networks
2023/05/15 by Minyoung Huh, Huh, Minyoung, Brian Cheung +5 · 23 citations
Computer Science · #Domain Adaptation and Few-Shot Learning #Advanced Neural Network Applications #AI in cancer detection
- Rethinking Few-Shot Image Classification: a Good Embedding Is All You Need?
2020/03/25 by Yonglong Tian, Yue Wang, Tian, Yonglong +7 · 18 citations
Computer Science · #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications
- Scaling Laws of Synthetic Images for Model Training ... for Now
2023/12/07 by Lijie Fan, Kaifeng Chen, Fan, Lijie +9 · 23 citations
Computer Science · #Advanced Image and Video Retrieval Techniques #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Multimodal Machine Learning Applications
- StableRep: Synthetic Images from Text-to-Image Models Make Strong Visual Representation Learners
2023/06/01 by Yonglong Tian, Lijie Fan, Tian, Yonglong +7 · 20 citations
Computer Science · #Multimodal Machine Learning Applications #Generative Adversarial Networks and Image Synthesis #Advanced Image and Video Retrieval Techniques
- Neural MMO: A Massively Multiagent Game Environment for Training and Evaluating Intelligent Agents
2019/03/02 by Joseph Suárez, Suarez, Joseph, Yilun Du +5 · 15 citations
Computer Science · Social Sciences · #Reinforcement Learning in Robotics #Artificial Intelligence in Games #Evolutionary Game Theory and Cooperation
- Learning to Control Self-Assembling Morphologies: A Study of Generalization via Modularity
2019/02/14 by Pathak, Deepak, Lu, Chris, Darrell, Trevor +2 · 10 citations
#Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neural and Evolutionary Computing (cs.NE) #Robotics (cs.RO)
- Words That Make Language Models Perceive
2025/10/02 by Sophie L. Wang, S. Q. Wang, Wang, Sophie L. +4 · 4 voices · 2 citations
Computer Science · #Generative Adversarial Networks and Image Synthesis #Multimodal Machine Learning Applications #Explainable Artificial Intelligence (XAI)
- Scalable Optimization in the Modular Norm
2024/05/23 by Tim Large, Large, Tim, Yang Liu +9 · 2 voices · 13 citations
Engineering · Computer Science · #Manufacturing Process and Optimization #Mathematical Control Systems and Analysis
- Explaining in Style: Training a GAN to explain a classifier in StyleSpace
2021/04/27 by Oran Lang, Yossi Gandelsman, Lang, Oran +19 · 9 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · #Cell Image Analysis Techniques #Computer Vision and Pattern Recognition (cs.CV) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #FOS: Electrical engineering #Generative Adversarial Networks and Image Synthesis #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neural and Evolutionary Computing (cs.NE) #electronic engineering #information engineering
- Learning to generate line drawings that convey geometry and semantics
2022/03/23 by Caroline Chan, Frédo Durand, Chan, Caroline +3 · 9 citations
Computer Science · #Advanced Image and Video Retrieval Techniques #Advanced Vision and Imaging #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Graphics (cs.GR) #Multimodal Machine Learning Applications
- Learning to See by Looking at Noise
2021/06/10 by Manel Baradad, Jonas Wulff, Baradad, Manel +7 · 9 citations
Computer Science · Neuroscience · #Aesthetic Perception and Analysis #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Image Retrieval and Classification Techniques
- Real-Time User-Guided Image Colorization with Learned Deep Priors
2017/05/08 by Richard Zhang, Jun-Yan Zhu, Zhang, Richard +11 · 6 citations
Computer Science · #Advanced Image Processing Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Graphics (cs.GR) #Image Enhancement Techniques
- The Neural MMO Platform for Massively Multiagent Research
2021/10/14 by Joseph Suarez, Joseph Suárez, Yilun Du +8 · 1 voice · 3 citations
Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multiagent Systems (cs.MA) #Neural Networks and Applications #Reinforcement Learning in Robotics #cs.AI #cs.LG #cs.MA
- Persistent Nature: A Generative Model of Unbounded 3D Worlds
2023/03/23 by Chai, Lucy, Tucker, Richard, Li, Zhengqi +2 · 10 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Automating the Search for Artificial Life with Foundation Models
2024/12/23 by Akarsh Kumar, Kumar, Akarsh, Chris Xiaoxuan Lu +12 · 6 voices · 9 citations
Engineering · #Modular Robots and Swarm Intelligence
- LangNav: Language as a Perceptual Representation for Navigation
2023/10/11 by Pan, Bowen, Panda, Rameswar, Jin, SouYoung +4 · 10 citations
#Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Robotics (cs.RO)
- Any-resolution Training for High-resolution Image Synthesis
2022/04/14 by Lucy Chai, Michaël Gharbi, Chai, Lucy +7 · 7 citations
Computer Science · #Advanced Vision and Imaging #Generative Adversarial Networks and Image Synthesis #Advanced Image Processing Techniques
- Learning Vision from Models Rivals Learning Vision from Data
2023/12/28 by Yonglong Tian, Lijie Fan, Tian, Yonglong +9 · 10 citations
Computer Science · #Advanced Image and Video Retrieval Techniques #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Multimodal Machine Learning Applications
- Denoised MDPs: Learning World Models Better Than the World Itself
2022/06/30 by Tongzhou Wang, Wang, Tongzhou, Simon S. Du +9 · 1 voice · 5 citations
#cs.LG
- A Vision Check-up for Language Models
2024/01/03 by Pratyusha Sharma, Sharma, Pratyusha, Tamar Rott Shaham +13 · 9 citations
Computer Science · #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications #Natural Language Processing Techniques #Topic Modeling
- Adaptive Length Image Tokenization via Recurrent Allocation
2024/11/04 by Shivam Duggal, Phillip Isola, Duggal, Shivam +5 · 2 voices · 4 citations
Computer Science · Engineering · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Digital Media Forensic Detection #FOS: Computer and information sciences #Image Processing Techniques and Applications #Image and Video Stabilization #Machine Learning (cs.LG) #Robotics (cs.RO) #cs.AI #cs.CV #cs.LG #cs.RO
- Learning to See before Learning to Act: Visual Pre-training for Manipulation
2021/07/01 by Yen-Chen Lin, Andy Zeng, Yen-Chen, Lin +7 · 5 citations
Computer Science · Engineering · #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Image Processing Techniques and Applications #Robot Manipulation and Learning #Robotics (cs.RO)
- GANalyze: Toward Visual Definitions of Cognitive Image Properties
2019/06/24 by Goetschalckx, Lore, Andonian, Alex, Oliva, Aude +1 · 4 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- Evolved Policy Gradients
2018/02/13 by Rein Houthooft, Richard Y. Chen, Houthooft, Rein +11 · 8 citations
Computer Science · #Artificial Intelligence (cs.AI) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and ELM #Reinforcement Learning in Robotics
- Learning Visual Parkour from Generated Images
2024/10/31 by Alan C. L. Yu, Alan Yu, Yu, Alan +10 · 1 voice · 7 citations
Health Professions · Psychology · #Adventure Sports and Sensation Seeking #Physical Education and Training Studies #Recreation, Leisure, Wilderness Management #cs.RO
- Split-Brain Autoencoders: Unsupervised Learning by Cross-Channel Prediction
2016/11/29 by Richard Zhang, Phillip Isola, Zhang, Richard +3 · 3 citations
Computer Science · Neuroscience · #Advanced Neural Network Applications #Brain Tumor Detection and Classification #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences
- Curious Representation Learning for Embodied Intelligence
2021/05/03 by Du, Yilun, Gan, Chuang, Isola, Phillip · 4 citations
#Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Robotics (cs.RO)
- NeRF-Supervision: Learning Dense Object Descriptors from Neural Radiance Fields
2022/03/03 by Yen-Chen, Lin, Florence, Pete, Barron, Jonathan T. +3 · 4 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Robotics (cs.RO)
- Experience-Embedded Visual Foresight
2019/11/12 by Yen-Chen Lin, Yen-Chen, Lin, Maria Bauzá +3 · 7 citations
Computer Science · #Generative Adversarial Networks and Image Synthesis #Anomaly Detection Techniques and Applications #Multimodal Machine Learning Applications
- Scalable Real2Sim: Physics-Aware Asset Generation Via Robotic Pick-and-Place Setups
2025/03/01 by Pfaff, Nicholas, Fu, Evelyn, Binagia, Jeremy +2 · 12 citations
#FOS: Computer and information sciences #Robotics (cs.RO)
- Semantic uncertainty intervals for disentangled latent spaces
2022/07/20 by Swami Sankaranarayanan, Anastasios N. Angelopoulos, Sankaranarayanan, Swami +7 · 4 citations
Computer Science · Neuroscience · #Aesthetic Perception and Analysis #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Data Visualization and Analytics #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Generative Models as a Data Source for Multiview Representation Learning
2021/06/09 by Jahanian, Ali, Puig, Xavier, Tian, Yonglong +1 · 3 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- When Does Perceptual Alignment Benefit Vision Representations?
2024/10/14 by Shobhita Sundaram, Sundaram, Shobhita, Stephanie Fu +13 · 1 voice · 5 citations
Neuroscience · #Visual perception and processing mechanisms
- Combining Self-Supervised Learning and Imitation for Vision-Based Rope\n Manipulation
2017/03/06 by Ashvin Nair, Dian Chen, Nair, Ashvin +11 · 2 citations
Biochemistry, Genetics and Molecular Biology · Engineering · #Cell Image Analysis Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Robot Manipulation and Learning #Robotics (cs.RO) #Soft Robotics and Applications
- On the "steerability" of generative adversarial networks
2019/07/16 by Ali Jahanian, Jahanian, Ali, Lucy Chai +3 · 3 citations
Computer Science · Biochemistry, Genetics and Molecular Biology · #Generative Adversarial Networks and Image Synthesis #Digital Media Forensic Detection #Cell Image Analysis Techniques
- Improved Representation of Asymmetrical Distances with Interval Quasimetric Embeddings
2022/11/28 by Wang, Tongzhou, Isola, Phillip · 3 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG)
- Personalized Representation from Personalized Generation
2024/12/20 by Shobhita Sundaram, Julia Chae, Sundaram, Shobhita +7 · 1 voice · 3 citations
Computer Science · #Distributed and Parallel Computing Systems #cs.CV #cs.LG
- Contrastive Feature Loss for Image Prediction
2021/11/12 by Alex Andonian, Andonian, Alex, Taesung Park +9 · 2 citations
Computer Science · #Advanced Image Processing Techniques #Advanced Vision and Imaging #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG)
- MIRA: Mental Imagery for Robotic Affordances
2022/12/12 by Yen-Chen, Lin, Florence, Pete, Zeng, Andy +6 · 2 citations
#FOS: Computer and information sciences #Robotics (cs.RO)
- Cycle Consistency as Reward: Learning Image-Text Alignment without Human Preferences
2025/06/02 by Bahng, Hyojin, Chan, Caroline, Durand, Fredo +1 · 7 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Neural MMO 2.0: A Massively Multi-task Addition to Massively Multi-agent Learning
2023/11/07 by Suárez, Joseph, Isola, Phillip, Choe, Kyoung Whan +15 · 2 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multiagent Systems (cs.MA)
- Assessing Adaptive World Models in Machines with Novel Games
2025/07/17 by Lance Ying, Ying, Lance, Katherine M. Collins +28 · 2 voices · 6 citations
Computer Science · #Artificial Intelligence in Games #Computability, Logic, AI Algorithms #Reinforcement Learning in Robotics #cs.AI #cs.LG
- Omnipush: accurate, diverse, real-world dataset of pushing dynamics with RGB-D video
2019/10/01 by Bauza, Maria, Alet, Ferran, Lin, Yen-Chen +4 · 1 citation
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Robotics (cs.RO) #Systems and Control (eess.SY) #electronic engineering #information engineering
- What Makes for a Good Stereoscopic Image?
2024/12/30 by Netanel Y. Tamir, Shir Amir, Tamir, Netanel Y. +19 · 1 voice · 2 citations
#cs.CV
- Using latent space regression to analyze and leverage compositionality\n in GANs
2021/03/18 by Lucy Chai, Chai, Lucy, Jonas Wulff +3 · 1 citation
Computer Science · #Advanced Image Processing Techniques #Computer Vision and Pattern Recognition (cs.CV) #Digital Media Forensic Detection #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning in Healthcare #Topic Modeling
- Ensembling with Deep Generative Views
2021/04/29 by Chai, Lucy, Zhu, Jun-Yan, Shechtman, Eli +2 · 1 citation
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Learning to Ground Multi-Agent Communication with Autoencoders
2021/10/28 by Lin, Toru, Huh, Minyoung, Stauffer, Chris +2 · 1 citation
#Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multiagent Systems (cs.MA)
- Totems: Physical Objects for Verifying Visual Integrity
2022/09/26 by Jingwei Ma, Lucy Chai, Ma, Jingwei +11 · 1 citation
Computer Science · Engineering · #Digital Media Forensic Detection #Adversarial Robustness in Machine Learning #Integrated Circuits and Semiconductor Failure Analysis
- Developing a Series of AI Challenges for the United States Department of the Air Force
2022/07/14 by Vijay Gadepally, Gadepally, Vijay, Gregory Angelides +81 · 1 citation
Business, Management and Accounting · Decision Sciences · #Artificial Intelligence (cs.AI) #Big Data and Business Intelligence #Computers and Society (cs.CY) #Data Quality and Management #FOS: Computer and information sciences #Scientific Computing and Data Management
- Training Transformers with Enforced Lipschitz Constants
2025/07/17 by Newhouse, Laker, Hess, R. Preston, Cesista, Franz +3 · 3 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG)
- Training Neural Networks from Scratch with Parallel Low-Rank Adapters
2024/02/26 by Huh, Minyoung, Cheung, Brian, Bernstein, Jeremy +2 · 1 citation
#Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)