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Alexei A. Efros

  1. Colorful Image Colorization
    2016/03/28 by Richard Zhang, Zhang, Richard, Phillip Isola +3 · 2 voices · 31 citations
    Computer Science · #Advanced Image and Video Retrieval Techniques #Generative Adversarial Networks and Image Synthesis #Image Enhancement Techniques #cs.CV
  2. InstructPix2Pix: Learning to Follow Image Editing Instructions
    2022/11/17 by Tim Brooks, Aleksander Holynski, Brooks, Tim +3 · 345 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Graphics (cs.GR) #Machine Learning (cs.LG) #Multimodal Machine Learning Applications #Topic Modeling
  3. CNN-generated images are surprisingly easy to spot... for now
    2019/12/23 by Sheng-Yu Wang, Oliver Wang, Wang, Sheng-Yu +7 · 116 citations
    Computer Science · #Generative Adversarial Networks and Image Synthesis #Digital Media Forensic Detection #Advanced Image Processing Techniques
  4. Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks
    2017/03/30 by Jun-Yan Zhu, Zhu, Jun-Yan, Taesung Park +5 · 2 voices · 45 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
  5. Sequential Modeling Enables Scalable Learning for Large Vision Models
    2023/12/01 by Yutong Bai, Bai, Yutong, Xinyang Geng +14 · 1 voice · 29 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 #cs.CV
  6. CyCADA: Cycle-Consistent Adversarial Domain Adaptation
    2017/11/08 by Judy Hoffman, Hoffman, Judy, Eric Tzeng +13 · 51 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
  7. Continuous 3D Perception Model with Persistent State
    2025/01/21 by Qianqian Wang, Wang, Qianqian, Yifei Zhang +7 · 151 citations
    Computer Science · Engineering · #Advanced Image and Video Retrieval Techniques #Robotics and Sensor-Based Localization #Image Retrieval and Classification Techniques
  8. Contrastive Learning for Unpaired Image-to-Image Translation
    2020/07/30 by Taesung Park, Park, Taesung, Alexei A. Efros +5 · 37 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)
  9. Generative Visual Manipulation on the Natural Image Manifold
    2016/09/12 by Jun-Yan Zhu, Philipp Krähenbühl, Zhu, Jun-Yan +5 · 35 citations
    Computer Science · #Advanced Vision and Imaging #Generative Adversarial Networks and Image Synthesis #Advanced Image Processing Techniques
  10. Detecting Photoshopped Faces by Scripting Photoshop
    2019/06/13 by Sheng-Yu Wang, Wang, Sheng-Yu, Oliver Wang +7 · 1 voice · 5 citations
    Computer Science · #Advanced Steganography and Watermarking Techniques #Digital Media Forensic Detection #Generative Adversarial Networks and Image Synthesis #cs.CV
  11. Interpreting CLIP's Image Representation via Text-Based Decomposition
    2023/10/09 by Yossi Gandelsman, Alexei A. Efros, Gandelsman, Yossi +3 · 42 citations
    Computer Science · #Generative Adversarial Networks and Image Synthesis #Digital Media Forensic Detection #Advanced Image and Video Retrieval Techniques
  12. Toward Multimodal Image-to-Image Translation
    2017/11/30 by Jun-Yan Zhu, Richard Zhang, Zhu, Jun-Yan +11 · 33 citations
    Computer Science · #Generative Adversarial Networks and Image Synthesis #Advanced Vision and Imaging #Advanced Image Processing Techniques
  13. COLMAP-Free 3D Gaussian Splatting
    2023/12/12 by Yang Fu, Fu, Yang, Sifei Liu +9 · 41 citations
    Computer Science · Engineering · #Advanced Vision and Imaging #Robotics and Sensor-Based Localization #3D Shape Modeling and Analysis
  14. Diffusion Self-Guidance for Controllable Image Generation
    2023/06/01 by Dave Epstein, Allan Jabri, Epstein, Dave +7 · 32 citations
    Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Image Retrieval and Classification Techniques #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Music and Audio Processing
  15. Dataset Distillation
    2018/11/27 by Tongzhou Wang, Jun-Yan Zhu, Wang, Tongzhou +5 · 14 citations
    Computer Science · #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Machine Learning and Data Classification
  16. MarioNette: Self-Supervised Sprite Learning
    2021/04/29 by Dmitriy Smirnov, Smirnov, Dmitriy, Michaël Gharbi +10 · 1 voice · 1 citation
    Computer Science · #Advanced Vision and Imaging #Computer Graphics and Visualization Techniques #Generative Adversarial Networks and Image Synthesis #cs.CV
  17. Space-Time Correspondence as a Contrastive Random Walk
    2020/06/25 by Allan Jabri, Andrew Owens, Jabri, Allan +3 · 14 citations
    Computer Science · #Advanced Image and Video Retrieval Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Human Pose and Action Recognition #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #Multimodal Machine Learning Applications #electronic engineering #information engineering
  18. Generalizing Dataset Distillation via Deep Generative Prior
    2023/05/02 by George Cazenavette, Tongzhou Wang, Cazenavette, George +7 · 18 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computational Physics and Python Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Image Processing and 3D Reconstruction #Machine Learning (cs.LG)
  19. Few-shot Image Generation via Cross-domain Correspondence
    2021/04/13 by Utkarsh Ojha, Ojha, Utkarsh, Yijun Li +11 · 13 citations
    Computer Science · #Generative Adversarial Networks and Image Synthesis #Domain Adaptation and Few-Shot Learning #Advanced Image and Video Retrieval Techniques
  20. Everybody Dance Now
    2018/08/22 by Caroline Chan, Shiry Ginosar, Chan, Caroline +5 · 10 citations
    Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Face recognition and analysis #Generative Adversarial Networks and Image Synthesis #Graphics (cs.GR) #Human Pose and Action Recognition
  21. Vision Transformers Don't Need Trained Registers
    2025/06/09 by Amil Dravid, Jiang, Nick, Alexei A. Efros +4 · 2 voices · 12 citations
    Computer Science · Neuroscience · #Visual Attention and Saliency Detection #Face Recognition and Perception #Advanced Neural Network Applications
  22. Learning Category-Specific Mesh Reconstruction from Image Collections
    2018/03/20 by Angjoo Kanazawa, Shubham Tulsiani, Kanazawa, Angjoo +5 · 8 citations
    Computer Science · Engineering · #3D Shape Modeling and Analysis #Advanced Vision and Imaging #Computer Graphics and Visualization Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  23. View Synthesis by Appearance Flow
    2016/05/11 by Tinghui Zhou, Zhou, Tinghui, Shubham Tulsiani +7 · 6 citations
    Computer Science · #Advanced Vision and Imaging #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Face recognition and analysis #Generative Adversarial Networks and Image Synthesis
  24. What makes ImageNet good for transfer learning?
    2016/08/30 by Minyoung Huh, Huh, Minyoung, Pulkit Agrawal +3 · 6 citations
    Computer Science · #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #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
  25. Real-Time User-Guided Image Colorization with Learned Deep Priors
    2017/05/08 by Richard Zhang, Zhang, Richard, Jun-Yan Zhu +11 · 5 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
  26. Learning a Discriminative Model for the Perception of Realism in Composite Images
    2015/10/02 by Jun-Yan Zhu, Philipp Krähenbühl, Zhu, Jun-Yan +5 · 7 citations
    Computer Science · #Advanced Vision and Imaging #Advanced Image and Video Retrieval Techniques #Visual Attention and Saliency Detection
  27. Rosetta Neurons: Mining the Common Units in a Model Zoo
    2023/06/15 by Amil Dravid, Dravid, Amil, Yossi Gandelsman +5 · 9 citations
    Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Image Processing and 3D Reconstruction #Multimodal Machine Learning Applications #Neural Networks and Applications
  28. Learning Correspondence from the Cycle-Consistency of Time
    2019/03/18 by Xiaolong Wang, Allan Jabri, Wang, Xiaolong +3 · 5 citations
    Computer Science · #Advanced Image and Video Retrieval Techniques #Advanced Vision and Imaging #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Video Surveillance and Tracking Methods
  29. Generating Long Videos of Dynamic Scenes
    2022/06/07 by Tim Brooks, Brooks, Tim, Janne Hellsten +15 · 7 citations
    Computer Science · #Advanced Vision and Imaging #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Neural and Evolutionary Computing (cs.NE) #Video Analysis and Summarization
  30. Learning to Learn with Generative Models of Neural Network Checkpoints
    2022/09/26 by William Peebles, Ilija Radosavovic, Peebles, William +7 · 7 citations
    Physics and Astronomy · Computer Science · #Model Reduction and Neural Networks #Stochastic Gradient Optimization Techniques #Neural Networks and Applications
  31. Rethinking Patch Dependence for Masked Autoencoders
    2024/01/25 by Letian Fu, Fu, Letian, Long Lian +15 · 9 citations
    Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #Digital Media Forensic Detection #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Image and Signal Denoising Methods
  32. Multi-view Supervision for Single-view Reconstruction via Differentiable\n Ray Consistency
    2017/04/20 by Shubham Tulsiani, Tulsiani, Shubham, Tinghui Zhou +5 · 4 citations
    Computer Science · Engineering · #3D Shape Modeling and Analysis #Advanced Vision and Imaging #Computer Graphics and Visualization Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  33. Interpreting the Weight Space of Customized Diffusion Models
    2024/06/13 by Amil Dravid, Dravid, Amil, Yossi Gandelsman +11 · 1 voice · 6 citations
    Computer Science · Neuroscience · Biochemistry, Genetics and Molecular Biology · #Generative Adversarial Networks and Image Synthesis #Aesthetic Perception and Analysis #Cell Image Analysis Techniques
  34. Differentiable Blocks World: Qualitative 3D Decomposition by Rendering Primitives
    2023/07/11 by Tom Monnier, Monnier, Tom, Jake Austin +7 · 6 citations
    Computer Science · #Advanced Vision and Imaging #Computer Graphics and Visualization Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis
  35. Understanding Collapse in Non-Contrastive Siamese Representation Learning
    2022/09/29 by Alexander C. Li, Li, Alexander C., Alexei A. Efros +3 · 4 citations
    Computer Science · Medicine · #Artificial Intelligence (cs.AI) #COVID-19 diagnosis using AI #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 #Neural and Evolutionary Computing (cs.NE) #Robotics (cs.RO)
  36. Strumming to the Beat: Audio-Conditioned Contrastive Video Textures
    2021/04/06 by Medhini Narasimhan, Shiry Ginosar, Narasimhan, Medhini +7 · 3 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computer Graphics and Visualization Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Image Processing and 3D Reconstruction #Multimedia (cs.MM)
  37. Putting People in Their Place: Affordance-Aware Human Insertion into Scenes
    2023/04/27 by Sumith Kulal, Tim Brooks, Kulal, Sumith +12 · 4 citations
    Computer Science · #Generative Adversarial Networks and Image Synthesis #Face recognition and analysis #Advanced Vision and Imaging
  38. Interactive Sketch & Fill: Multiclass Sketch-to-Image Translation
    2019/09/24 by Arnab Ghosh, Ghosh, Arnab, Richard Zhang +11 · 2 citations
    Computer Science · #Advanced Image and Video Retrieval Techniques #Advanced Vision and Imaging #Computer Graphics and Visualization Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #electronic engineering #information engineering
  39. Learning Cross-Domain Correspondence for Control with Dynamics Cycle-Consistency
    2020/12/17 by Qiang Zhang, Zhang, Qiang, Tete Xiao +7 · 2 citations
    Computer Science · Engineering · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Human Pose and Action Recognition #Machine Learning (cs.LG) #Reinforcement Learning in Robotics #Robot Manipulation and Learning #Robotics (cs.RO)
  40. Prioritized Generative Replay
    2024/10/23 by Renhao Wang, Kevin Frans, Wang, Renhao +7 · 1 voice · 3 citations
    Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Artificial Intelligence in Games #Reinforcement Learning in Robotics #cs.LG
  41. Disentangled 3D Scene Generation with Layout Learning
    2024/02/26 by Dave Epstein, Ben Poole, Epstein, Dave +7 · 3 citations
    Computer Science · Engineering · #3D Shape Modeling and Analysis #Advanced Vision and Imaging #Computer Graphics and Visualization Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  42. Discovering Visual Patterns in Art Collections with Spatially-consistent Feature Learning
    2019/03/07 by Xi Shen, Shen, Xi, Alexei A. Efros +3 · 1 citation
    Computer Science · Neuroscience · #Aesthetic Perception and Analysis #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Image Retrieval and Classification Techniques
  43. Visual Jenga: Discovering Object Dependencies via Counterfactual Inpainting
    2025/03/27 by Anand Bhattad, Konpat Preechakul, Bhattad, Anand +3 · 4 citations
    Computer Science · #Generative Adversarial Networks and Image Synthesis #Digital Media Forensic Detection #Video Analysis and Summarization
  44. Evaluating Multiview Object Consistency in Humans and Image Models
    2024/09/09 by Tyler Bonnen, Bonnen, Tyler, Stephanie Fu +13 · 2 citations
    Computer Science · #Multimodal Machine Learning Applications #Advanced Image and Video Retrieval Techniques #Image Retrieval and Classification Techniques
  45. BlobGAN: Spatially Disentangled Scene Representations
    2022/05/05 by Dave Epstein, Taesung Park, Epstein, Dave +7 · 1 citation
    Computer Science · #Generative Adversarial Networks and Image Synthesis #Advanced Vision and Imaging #Image Processing and 3D Reconstruction
  46. IT3: Idempotent Test-Time Training
    2024/10/05 by Nikita Durasov, Durasov, Nikita, Assaf Shocher +9 · 1 voice · 2 citations
    #cs.CV
  47. The Sound of Simulation: Learning Multimodal Sim-to-Real Robot Policies with Generative Audio
    2025/07/03 by Renhao Wang, Wang, Renhao, Haoran Geng +17 · 4 citations
    Computer Science · Engineering · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Human Motion and Animation #Music Technology and Sound Studies #Robotics (cs.RO) #Speech and dialogue systems
  48. GPS as a Control Signal for Image Generation
    2025/01/21 by Chao Feng, Ziyang Chen, Feng, Chao +7 · 1 voice · 1 citation
    Engineering · #Inertial Sensor and Navigation #cs.CV
  49. The Many Senses of Visual Similarity: A Text-Prompted Image Perceptual Metric
    2026/07/20 by Sheng-Yu Wang, Yotam Nitzan, Aaron Hertzmann +4 · 1 voice
    #cs.CV #cs.LG
  50. Autoregressive Modeling of Film with Applications in Video Montage
    2026/07/16 by Marcelo Sandoval-Castañeda, Fabian Caba Heilbron, Shiry Ginosar +4
    Computer Science · #cs.CV