Nikhila Ravi

RESEARCH ENGINEER | MENLO PARK, UNITED STATES

Nikhila is a Research Engineer at Facebook AI Research, with a focus on computer vision and 3D understanding. Previously at Facebook, she worked on tools and platforms for democratizing machine learning training and deployment for internal teams. Nikhila graduated with a Bachelor's and Master's in Engineering at Cambridge University and spent a year at Harvard University on a Kennedy Scholarship, where she focused on machine learning and AI.

Research Areas

Nikhila's Work

Nikhila's Publications

November 19, 2025

RESEARCH

COMPUTER VISION

SAM 3: Segment Anything with Concepts

Ronghang Hu, Peize Sun, Triantafyllos Afouras, Effrosyni Mavroudi, Katherine Xu, Tsung-Han Wu, Yu Zhou, Liliane Momeni, Shuangrui Ding, Sagar Vaze, Francois Porcher, Feng Li, Siyuan Li, Aishwarya Kamath, Ho Kei Cheng, Andrew Huang, Arpit Kalla, Baishan Guo, Chaitanya Ryali, Christoph Feichtenhofer, Didac Suris Coll-Vinent, Haitham Khedr, Jie Lei, Joseph Greer, Kalyan Vasudev Alwala, Kate Saenko, Laura Gustafson, Markus Marks, Meng Wang, Nicolas Carion, Nikhila Ravi, Pengchuan Zhang, Piotr Dollar, Rishi Hazra, Roman Rädle, Shoubhik Debnath, Tengyu Ma, Yuan-Ting Hu

November 19, 2025

April 17, 2025

COMPUTER VISION

Perception Encoder: The best visual embeddings are not at the output of the network

Hanoona Rasheed, Junke Wang, Marco Monteiro, Andrea Madotto, Po-Yao Huang, Chen Wei, Christoph Feichtenhofer, Daniel Bolya, Daniel Li (FAIR), Hu Xu, Jathushan Rajasegaran, Jiale Zhi, Nikhila Ravi, Peize Sun, Piotr Dollar, Shiyu Dong, Tengyu Ma, Jang Hyun Cho

April 17, 2025

April 17, 2025

COMPUTER VISION

PerceptionLM: Open-Access Data and Models for Detailed Visual Understanding

Yale Song, Hanoona Rasheed, Miguel Martin, Huiyu Wang, Salman Khan, Philipp Krähenbühl, Lorenzo Torresani, Kristen Grauman, Andrea Madotto, Andrew Westbury, Babak Damavandi, Po-Yao Huang, Christoph Feichtenhofer, Daniel Bolya, Effrosyni Mavroudi, Muhammad Maaz, Nikhila Ravi, Peize Sun, Piotr Dollar, Shane Moon, Shashank Jain, Shuming Hu, Suyog Jain, Tammy Stark, Tengyu Ma, Triantafyllos Afouras, Tushar Nagarajan, Jang Hyun Cho, Vivian Lee

April 17, 2025

July 29, 2024

COMPUTER VISION

SAM 2: Segment Anything in Images and Videos

Eric Mintun, Junting Pan, Chao-Yuan Wu, Ross Girshick, Nikhila Ravi, Chay Ryali, Chloe Rolland, Christoph Feichtenhofer, Haitham Khedr, Kalyan Vasudev Alwala, Laura Gustafson, Nicolas Carion, Piotr Dollar, Roman Rädle, Ronghang Hu, Tengyu Ma, Valentin Gabeur, Yuan-Ting Hu

July 29, 2024

August 31, 2023

COMPUTER VISION

FACET: Fairness in Computer Vision Evaluation Benchmark

Laura Gustafson, Aaron Adcock, Candace Ross, Cheng-Yang Fu, Chloe Rolland, Melissa Hall, Nikhila Ravi, Quentin Duval

August 31, 2023

June 20, 2023

COMPUTER VISION

Omni3D: A Large Benchmark and Model for 3D Object Detection in the Wild

Garrick Brazil, Abhinav Kumar, Georgia Gkioxari, Julian Straub, Justin Johnson, Nikhila Ravi

June 20, 2023

April 05, 2023

COMPUTER VISION

Segment Anything

Alexander Kirillov, Alex Berg, Chloe Rolland, Eric Mintun, Hanzi Mao, Laura Gustafson, Nikhila Ravi, Piotr Dollar, Ross Girshick, Spencer Whitehead, Wan-Yen Lo, Tete Xiao

April 05, 2023

July 07, 2022

Omnivore: A Single Model for Many Visual Modalities

Ishan Misra, Armand Joulin, Laurens van der Maaten, Mannat Singh, Nikhila Ravi, Rohit Girdhar

July 07, 2022

September 22, 2021

Worldsheet: Wrapping the World in a 3D Sheet for View Synthesis from a Single Image

Ronghang Hu, Alex Berg, Nikhila Ravi, Deepak Pathak

September 22, 2021

September 05, 2019

RESEARCH

C3DPO: Canonical 3D Pose Networks for Non-Rigid Structure From Motion

David Novotny, Andrea Vedaldi, Benjamin Graham, Natalia Neverova, Nikhila Ravi

September 05, 2019