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作者

Trevor Darrell

Computer Vision

共收录 357
2204.09222 2022-10-25 cs.CV cs.AI cs.CL cs.LG

K-LITE: Learning Transferable Visual Models with External Knowledge

Sheng Shen, Chunyuan Li, Xiaowei Hu, Jianwei Yang, Yujia Xie, Pengchuan Zhang, Zhe Gan, Lijuan Wang, Lu Yuan, Ce Liu, Kurt Keutzer, Trevor Darrell, Anna Rohrbach, Jianfeng Gao

Comments NeurIPS 2022 camera ready

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2204.13631 2022-10-21 cs.CV

Reliable Visual Question Answering: Abstain Rather Than Answer Incorrectly

Spencer Whitehead, Suzanne Petryk, Vedaad Shakib, Joseph Gonzalez, Trevor Darrell, Anna Rohrbach, Marcus Rohrbach

Comments ECCV 2022. Code and models are available here: https://github.com/facebookresearch/reliable_vqa

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2210.03109 2022-10-07 cs.RO cs.CV cs.LG

Real-World Robot Learning with Masked Visual Pre-training

Ilija Radosavovic, Tete Xiao, Stephen James, Pieter Abbeel, Jitendra Malik, Trevor Darrell

Comments CoRL 2022; Project page: https://tetexiao.com/projects/real-mvp

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2209.02836 2022-09-16 cs.CV cs.LG

Studying Bias in GANs through the Lens of Race

Vongani H. Maluleke, Neerja Thakkar, Tim Brooks, Ethan Weber, Trevor Darrell, Alexei A. Efros, Angjoo Kanazawa, Devin Guillory

Comments ECCV 2022. Project Page: https://neerja.me/bias-gans/

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1910.09185 2022-09-13 cs.CV cs.LG

Exploring Simple and Transferable Recognition-Aware Image Processing

Zhuang Liu, Hung-Ju Wang, Tinghui Zhou, Zhiqiang Shen, Bingyi Kang, Evan Shelhamer, Trevor Darrell

Comments IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)

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2209.03745 2022-09-09 cs.CV

Prior Knowledge-Guided Attention in Self-Supervised Vision Transformers

Kevin Miao, Akash Gokul, Raghav Singh, Suzanne Petryk, Joseph Gonzalez, Kurt Keutzer, Trevor Darrell, Colorado Reed

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2209.00647 2022-09-02 cs.CV

Visual Prompting via Image Inpainting

Amir Bar, Yossi Gandelsman, Trevor Darrell, Amir Globerson, Alexei A. Efros

Comments Project page: https://yossigandelsman.github.io/visual_prompt

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2208.06773 2022-08-16 cs.CV cs.IR cs.LG cs.MM

TL;DW? Summarizing Instructional Videos with Task Relevance & Cross-Modal Saliency

Medhini Narasimhan, Arsha Nagrani, Chen Sun, Michael Rubinstein, Trevor Darrell, Anna Rohrbach, Cordelia Schmid

Comments Accepted to ECCV 2022. Website: https://medhini.github.io/ivsum/

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2106.02040 2022-08-08 cs.RO cs.AI stat.ML

Towards Learning to Play Piano with Dexterous Hands and Touch

Huazhe Xu, Yuping Luo, Shaoxiong Wang, Trevor Darrell, Roberto Calandra

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2207.01708 2022-07-06 cs.CV cs.AI cs.CL cs.MM

Disentangled Action Recognition with Knowledge Bases

Zhekun Luo, Shalini Ghosh, Devin Guillory, Keizo Kato, Trevor Darrell, Huijuan Xu

Comments NAACL 2022

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2206.07689 2022-06-16 cs.CV

Structured Video Tokens @ Ego4D PNR Temporal Localization Challenge 2022

Elad Ben-Avraham, Roei Herzig, Karttikeya Mangalam, Amir Bar, Anna Rohrbach, Leonid Karlinsky, Trevor Darrell, Amir Globerson

Comments Ego4D CVPR22 Object State Localization challenge. arXiv admin note: substantial text overlap with arXiv:2206.06346

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2204.10962 2022-06-14 cs.CV cs.LG

Visual Attention Emerges from Recurrent Sparse Reconstruction

Baifeng Shi, Yale Song, Neel Joshi, Trevor Darrell, Xin Wang

Comments Released code: https://github.com/bfshi/VARS

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2110.06915 2022-06-13 cs.CV

Object-Region Video Transformers

Roei Herzig, Elad Ben-Avraham, Karttikeya Mangalam, Amir Bar, Gal Chechik, Anna Rohrbach, Trevor Darrell, Amir Globerson

Comments CVPR 2022

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2205.09710 2022-05-20 cs.CL cs.AI cs.CV

Voxel-informed Language Grounding

Rodolfo Corona, Shizhan Zhu, Dan Klein, Trevor Darrell

Comments ACL 2022

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2204.05991 2022-05-04 cs.CV cs.CL

ReCLIP: A Strong Zero-Shot Baseline for Referring Expression Comprehension

Sanjay Subramanian, William Merrill, Trevor Darrell, Matt Gardner, Sameer Singh, Anna Rohrbach

Comments ACL 2022

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2112.08594 2022-05-04 cs.CV cs.CL

Twitter-COMMs: Detecting Climate, COVID, and Military Multimodal Misinformation

Giscard Biamby, Grace Luo, Trevor Darrell, Anna Rohrbach

Comments 11 pages, 6 figures

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2104.00749 2022-04-26 cs.CV cs.LG

Anytime Dense Prediction with Confidence Adaptivity

Zhuang Liu, Zhiqiu Xu, Hung-Ju Wang, Trevor Darrell, Evan Shelhamer

Comments Published in ICLR 2022

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2204.10377 2022-04-25 cs.CV

Contrastive Test-Time Adaptation

Dian Chen, Dequan Wang, Trevor Darrell, Sayna Ebrahimi

Comments CVPR 2022 camera-ready version

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2204.08451 2022-04-19 cs.CV

Learning to Listen: Modeling Non-Deterministic Dyadic Facial Motion

Evonne Ng, Hanbyul Joo, Liwen Hu, Hao Li, Trevor Darrell, Angjoo Kanazawa, Shiry Ginosar

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2112.01698 2022-04-14 cs.CV

Learning to Detect Every Thing in an Open World

Kuniaki Saito, Ping Hu, Trevor Darrell, Kate Saenko

Comments Project page is available at https://ksaito-ut.github.io/openworld_ldet/

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2201.12462 2022-03-22 cs.LG cs.AI cs.HC cs.RO

Explaining Reinforcement Learning Policies through Counterfactual Trajectories

Julius Frost, Olivia Watkins, Eric Weiner, Pieter Abbeel, Trevor Darrell, Bryan Plummer, Kate Saenko

Comments Accepted at ICML HILL 2021 Workshop

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2203.06173 2022-03-14 cs.CV cs.LG cs.RO

Masked Visual Pre-training for Motor Control

Tete Xiao, Ilija Radosavovic, Trevor Darrell, Jitendra Malik

Comments Code and videos at: https://tetexiao.com/projects/mvp

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2201.03545 2022-03-03 cs.CV

A ConvNet for the 2020s

Zhuang Liu, Hanzi Mao, Chao-Yuan Wu, Christoph Feichtenhofer, Trevor Darrell, Saining Xie

Comments CVPR 2022; Code: https://github.com/facebookresearch/ConvNeXt

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2202.08926 2022-02-21 cs.CV

On Guiding Visual Attention with Language Specification

Suzanne Petryk, Lisa Dunlap, Keyan Nasseri, Joseph Gonzalez, Trevor Darrell, Anna Rohrbach

Comments 14 pages, 9 figures

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2003.05438 2022-02-18 cs.CV cs.LG eess.IV

Un-Mix: Rethinking Image Mixtures for Unsupervised Visual Representation Learning

Zhiqiang Shen, Zechun Liu, Zhuang Liu, Marios Savvides, Trevor Darrell, Eric Xing

Comments AAAI 2022 camera ready version with Appendix (add a formula example with InfoNCE). Code is available at: https://github.com/szq0214/Un-Mix

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2108.09186 2022-01-19 cs.CV

Region-level Active Detector Learning

Michael Laielli, Giscard Biamby, Dian Chen, Ritwik Gupta, Adam Loeffler, Phat Dat Nguyen, Ross Luo, Trevor Darrell, Sayna Ebrahimi

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2107.00650 2021-12-09 cs.CV cs.AI cs.MM

CLIP-It! Language-Guided Video Summarization

Medhini Narasimhan, Anna Rohrbach, Trevor Darrell

Comments Neurips 2021. Website at https://medhini.github.io/clip_it/

Journal ref Thirty-Fifth Conference on Neural Information Processing Systems. 2021

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1910.09191 2021-11-30 cs.LG cs.AI stat.ML

Regularization Matters in Policy Optimization

Zhuang Liu, Xuanlin Li, Bingyi Kang, Trevor Darrell

Comments Published at ICLR 2021; please cite this paper's ICLR 2021 version at https://github.com/xuanlinli17/iclr2021_rlreg#citation or the arXiv version from "Export Bibtex Citation" on the right, instead of the "2019 OpenReview" version in Google Scholar. Thanks!

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2110.15797 2021-11-01 cs.CL cs.AI cs.LG

Discovering Non-monotonic Autoregressive Orderings with Variational Inference

Xuanlin Li, Brandon Trabucco, Dong Huk Park, Michael Luo, Sheng Shen, Trevor Darrell, Yang Gao

Comments updated from ICLR 2021, first two authors contributed equally

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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

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