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Ravi, Nikhila

  1. Micrograph segmentations for DDEVD
    2023/04/05 by Alexander M. Kirillov, Eric Mintun, Kirillov, Alexander +21 · 1227 citations
    Computer Science · Medicine · #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Visual Attention and Saliency Detection
  2. SAM 2: Segment Anything in Images and Videos
    2024/08/01 by Nikhila Ravi, Valentin Gabeur, Ravi, Nikhila +33 · 686 citations
    Computer Science · #Generative Adversarial Networks and Image Synthesis
  3. Accelerating 3D Deep Learning with PyTorch3D
    2020/07/16 by Nikhila Ravi, Ravi, Nikhila, Jeremy Reizenstein +11 · 68 citations
    Engineering · Computer Science · #3D Shape Modeling and Analysis #Computer Graphics and Visualization Techniques #Advanced Vision and Imaging
  4. Perception Encoder: The best visual embeddings are not at the output of the network
    2025/04/17 by Daniel Bolya, Po-Yao Huang, Bolya, Daniel +35 · 2 voices · 104 citations
    Computer Science · #Multimodal Machine Learning Applications #Generative Adversarial Networks and Image Synthesis #Human Pose and Action Recognition
  5. Omni3D: A Large Benchmark and Model for 3D Object Detection in the Wild
    2022/07/21 by Garrick Brazil, Brazil, Garrick, Kumar, Abhinav +8 · 25 citations
    Computer Science · Engineering · #Advanced Neural Network Applications #Video Surveillance and Tracking Methods #Robotics and Sensor-Based Localization
  6. Omnivore: A Single Model for Many Visual Modalities
    2022/01/20 by Rohit Girdhar, Mannat Singh, Girdhar, Rohit +9 · 18 citations
    Computer Science · #Advanced Image and Video Retrieval Techniques #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Information Retrieval (cs.IR) #Machine Learning (cs.LG) #Visual Attention and Saliency Detection
  7. FACET: Fairness in Computer Vision Evaluation Benchmark
    2023/08/31 by Laura Gustafson, Gustafson, Laura, Chloe Rolland +13 · 12 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning and Data Classification
  8. SAM 3: Segment Anything with Concepts
    2025/11/20 by Nicolas Carion, Carion, Nicolas, Laura Gustafson +73 · 47 citations
    Computer Science · #Advanced Image and Video Retrieval Techniques #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Multimodal Machine Learning Applications
  9. PerceptionLM: Open-Access Data and Models for Detailed Visual Understanding
    2025/04/17 by Jang Hyun Cho, Andrea Madotto, Cho, Jang Hyun +54 · 30 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Multimodal Machine Learning Applications
  10. Worldsheet: Wrapping the World in a 3D Sheet for View Synthesis from a Single Image
    2020/12/17 by Hu, Ronghang, Ravi, Nikhila, Berg, Alexander C. +1 · 7 citations
    #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Graphics (cs.GR) #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  11. Learning 3D Object Shape and Layout without 3D Supervision
    2022/06/14 by Gkioxari, Georgia, Ravi, Nikhila, Johnson, Justin · 3 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  12. PyTorchVideo: A Deep Learning Library for Video Understanding
    2021/11/18 by Fan, Haoqi, Murrell, Tullie, Wang, Heng +13 · 1 citation
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  13. PVUW 2024 Challenge on Complex Video Understanding: Methods and Results
    2024/06/24 by Ding, Henghui, Liu, Chang, Wei, Yunchao +34 · 2 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  14. PVUW 2025 Challenge Report: Advances in Pixel-level Understanding of Complex Videos in the Wild
    2025/04/15 by Ding, Henghui, Liu, Chang, Ravi, Nikhila +33 · 2 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences