Ross Girshick - arXivDaily 作者

2511.04668 2025-11-17 cs.CV

SIMS-V: Simulated Instruction-Tuning for Spatial Video Understanding

Ellis Brown, Arijit Ray, Ranjay Krishna, Ross Girshick, Rob Fergus, Saining Xie

机构 * New York University（纽约大学）； Boston University（波士顿大学）； AllenAI ； Vercept

Comments Project page: https://ellisbrown.github.io/sims-v

2409.17146 2024-12-06 cs.CV cs.CL cs.LG

Molmo and PixMo: Open Weights and Open Data for State-of-the-Art Vision-Language Models

Matt Deitke, Christopher Clark, Sangho Lee, Rohun Tripathi, Yue Yang, Jae Sung Park, Mohammadreza Salehi, Niklas Muennighoff, Kyle Lo, Luca Soldaini, Jiasen Lu, Taira Anderson, Erin Bransom, Kiana Ehsani, Huong Ngo, YenSung Chen, Ajay Patel, Mark Yatskar, Chris Callison-Burch, Andrew Head, Rose Hendrix, Favyen Bastani, Eli VanderBilt, Nathan Lambert, Yvonne Chou, Arnavi Chheda, Jenna Sparks, Sam Skjonsberg, Michael Schmitz, Aaron Sarnat, Byron Bischoff, Pete Walsh, Chris Newell, Piper Wolters, Tanmay Gupta, Kuo-Hao Zeng, Jon Borchardt, Dirk Groeneveld, Crystal Nam, Sophie Lebrecht, Caitlin Wittlif, Carissa Schoenick, Oscar Michel, Ranjay Krishna, Luca Weihs, Noah A. Smith, Hannaneh Hajishirzi, Ross Girshick, Ali Farhadi, Aniruddha Kembhavi

Comments Updated with ablations and more technical details

2408.00714 2024-10-29 cs.CV cs.AI cs.LG

SAM 2: Segment Anything in Images and Videos

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

Comments Website: https://ai.meta.com/sam2

2406.20083 2024-07-01 cs.RO cs.CV

PoliFormer: Scaling On-Policy RL with Transformers Results in Masterful Navigators

Kuo-Hao Zeng, Zichen Zhang, Kiana Ehsani, Rose Hendrix, Jordi Salvador, Alvaro Herrasti, Ross Girshick, Aniruddha Kembhavi, Luca Weihs

2303.13496 2024-01-26 cs.CV cs.AI cs.LG

The effectiveness of MAE pre-pretraining for billion-scale pretraining

Mannat Singh, Quentin Duval, Kalyan Vasudev Alwala, Haoqi Fan, Vaibhav Aggarwal, Aaron Adcock, Armand Joulin, Piotr Dollár, Christoph Feichtenhofer, Ross Girshick, Rohit Girdhar, Ishan Misra

Comments ICCV 2023. Models available at https://github.com/facebookresearch/maws/

2304.02643 2023-04-06 cs.CV cs.AI cs.LG

Segment Anything

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

Comments Project web-page: https://segment-anything.com

2203.16527 2022-06-13 cs.CV

Exploring Plain Vision Transformer Backbones for Object Detection

Yanghao Li, Hanzi Mao, Ross Girshick, Kaiming He

Comments Tech report. arXiv v2: add RetinaNet results

2201.08371 2022-04-05 cs.CV

Revisiting Weakly Supervised Pre-Training of Visual Perception Models

Mannat Singh, Laura Gustafson, Aaron Adcock, Vinicius de Freitas Reis, Bugra Gedik, Raj Prateek Kosaraju, Dhruv Mahajan, Ross Girshick, Piotr Dollár, Laurens van der Maaten

Comments CVPR 2022

2102.01066 2022-03-16 cs.CV

Evaluating Large-Vocabulary Object Detectors: The Devil is in the Details

Achal Dave, Piotr Dollár, Deva Ramanan, Alexander Kirillov, Ross Girshick

2111.06377 2021-12-21 cs.CV

Masked Autoencoders Are Scalable Vision Learners

Kaiming He, Xinlei Chen, Saining Xie, Yanghao Li, Piotr Dollár, Ross Girshick

Comments Tech report. arXiv v2: add more transfer learning results; v3: add robustness evaluation

2111.11429 2021-11-23 cs.CV

Benchmarking Detection Transfer Learning with Vision Transformers

Yanghao Li, Saining Xie, Xinlei Chen, Piotr Dollar, Kaiming He, Ross Girshick

2111.09887 2021-11-19 cs.CV cs.LG

PyTorchVideo: A Deep Learning Library for Video Understanding

Haoqi Fan, Tullie Murrell, Heng Wang, Kalyan Vasudev Alwala, Yanghao Li, Yilei Li, Bo Xiong, Nikhila Ravi, Meng Li, Haichuan Yang, Jitendra Malik, Ross Girshick, Matt Feiszli, Aaron Adcock, Wan-Yen Lo, Christoph Feichtenhofer

Comments Technical report

2106.14881 2021-10-27 cs.CV

Early Convolutions Help Transformers See Better

Tete Xiao, Mannat Singh, Eric Mintun, Trevor Darrell, Piotr Dollár, Ross Girshick

Comments NeurIPS 2021

2104.14558 2021-04-30 cs.CV cs.AI cs.LG

A Large-Scale Study on Unsupervised Spatiotemporal Representation Learning

Christoph Feichtenhofer, Haoqi Fan, Bo Xiong, Ross Girshick, Kaiming He

Comments CVPR 2021

2103.16562 2021-03-31 cs.CV

Boundary IoU: Improving Object-Centric Image Segmentation Evaluation

Bowen Cheng, Ross Girshick, Piotr Dollár, Alexander C. Berg, Alexander Kirillov

Comments CVPR 2021, project page: https://bowenc0221.github.io/boundary-iou

2103.06877 2021-03-12 cs.CV cs.LG

Fast and Accurate Model Scaling

Piotr Dollár, Mannat Singh, Ross Girshick

Comments CVPR 2021

2005.07850 2020-08-10 eess.AS cs.CL cs.SD

Large scale weakly and semi-supervised learning for low-resource video ASR

Kritika Singh, Vimal Manohar, Alex Xiao, Sergey Edunov, Ross Girshick, Vitaliy Liptchinsky, Christian Fuegen, Yatharth Saraf, Geoffrey Zweig, Abdelrahman Mohamed

2003.12056 2020-08-04 cs.CV cs.LG

Are Labels Necessary for Neural Architecture Search?

Chenxi Liu, Piotr Dollár, Kaiming He, Ross Girshick, Alan Yuille, Saining Xie

Comments To appear in ECCV 2020 as spotlight. Code release: https://github.com/facebookresearch/unnas

1912.00998 2020-06-11 cs.CV

A Multigrid Method for Efficiently Training Video Models

Chao-Yuan Wu, Ross Girshick, Kaiming He, Christoph Feichtenhofer, Philipp Krähenbühl

Comments CVPR 2020

2003.13678 2020-03-31 cs.CV cs.LG

Designing Network Design Spaces

Ilija Radosavovic, Raj Prateek Kosaraju, Ross Girshick, Kaiming He, Piotr Dollár

Comments CVPR 2020

1911.05722 2020-03-25 cs.CV

Momentum Contrast for Unsupervised Visual Representation Learning

Kaiming He, Haoqi Fan, Yuxin Wu, Saining Xie, Ross Girshick

Comments CVPR 2020 camera-ready. Code: https://github.com/facebookresearch/moco

2003.04297 2020-03-10 cs.CV

Improved Baselines with Momentum Contrastive Learning

Xinlei Chen, Haoqi Fan, Ross Girshick, Kaiming He

Comments Tech report, 2 pages + references

1912.08193 2020-02-18 cs.CV

PointRend: Image Segmentation as Rendering

Alexander Kirillov, Yuxin Wu, Kaiming He, Ross Girshick

Comments Technical Report

1910.12367 2020-02-18 cs.CL cs.LG cs.SD eess.AS

Training ASR models by Generation of Contextual Information

Kritika Singh, Dmytro Okhonko, Jun Liu, Yongqiang Wang, Frank Zhang, Ross Girshick, Sergey Edunov, Fuchun Peng, Yatharth Saraf, Geoffrey Zweig, Abdelrahman Mohamed

1908.03195 2019-09-17 cs.CV

LVIS: A Dataset for Large Vocabulary Instance Segmentation

Agrim Gupta, Piotr Dollár, Ross Girshick

Comments Extension of the CVPR'19 paper describing release v0.5, the LVIS Challenge, and baseline results

1903.12174 2019-08-29 cs.CV

TensorMask: A Foundation for Dense Object Segmentation

Xinlei Chen, Ross Girshick, Kaiming He, Piotr Dollár

Comments accepted to ICCV

1908.05656 2019-08-16 cs.LG cs.AI stat.ML

PHYRE: A New Benchmark for Physical Reasoning

Anton Bakhtin, Laurens van der Maaten, Justin Johnson, Laura Gustafson, Ross Girshick

1812.05038 2019-04-19 cs.CV

Long-Term Feature Banks for Detailed Video Understanding

Chao-Yuan Wu, Christoph Feichtenhofer, Haoqi Fan, Kaiming He, Philipp Krähenbühl, Ross Girshick

Comments Code and models are available at https://github.com/facebookresearch/video-long-term-feature-banks

1901.02446 2019-04-12 cs.CV

Panoptic Feature Pyramid Networks

Alexander Kirillov, Ross Girshick, Kaiming He, Piotr Dollár

Comments accepted to CVPR 2019

1801.00868 2019-04-12 cs.CV

Panoptic Segmentation

Alexander Kirillov, Kaiming He, Ross Girshick, Carsten Rother, Piotr Dollár

Comments accepted to CVPR 2019