Trevor Darrell

PROFILE

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Aliases
T. Darrell, Trevor J. Darrell, Trevor Jackson Darrell, Trevor. Darrell
Publication record
630 papers · 224,983 citations · H-index 156

PAPERS

Flan-MoE: Scaling Instruction-Finetuned Language Models with Sparse Mixture of Experts
202338 citationsauthor #19
Diffusion Hyperfeatures: Searching Through Time and Space for Semantic Correspondence
2023207 citationsauthor #5
Guiding Pretraining in Reinforcement Learning with Large Language Models
2023244 citationsauthor #5
Diversify Your Vision Datasets with Automatic Diffusion-Based Augmentation
2023115 citationsauthor #6
LLM-grounded Diffusion: Enhancing Prompt Understanding of Text-to-Image Diffusion Models with Large Language Models
2023235 citationsauthor #4
LLM-grounded Video Diffusion Models
202379 citationsauthor #4
VideoCutLER: Surprisingly Simple Unsupervised Video Instance Segmentation
202336 citationsauthor #5
Top-Down Visual Attention from Analysis by Synthesis
202341 citationsauthor #2
Dropout Reduces Underfitting
202360 citationsauthor #5
Scaling Vision-Language Models with Sparse Mixture of Experts
2023101 citationsauthor #4
Hierarchical Open-vocabulary Universal Image Segmentation
202366 citationsauthor #6
U SING L ANGUAGE TO E XTEND TO U NSEEN D OMAINS
20230 citationsauthor #5
Incorporating Structured Representations into Pretrained Vision & Language Models Using Scene Graphs
202340 citationsauthor #6
Simple Token-Level Confidence Improves Caption Correctness
202310 citationsauthor #4
Stochastic positional embeddings improve masked image modeling
20236 citationsauthor #7
PAIR-Diffusion: Object-Level Image Editing with Structure-and-Appearance Paired Diffusion Models
202363 citationsauthor #6
Modular Visual Question Answering via Code Generation
202363 citationsauthor #8
Learning and Verification of Task Structure in Instructional Videos
202324 citationsauthor #5
Aligning Large Multimodal Models with Factually Augmented RLHF
2023645 citationsauthor #12
Prior Knowledge-Guided Attention in Self-Supervised Vision Transformers
20227 citationsauthor #7
Visual Prompting via Image Inpainting
2022279 citationsauthor #3
A ConvNet for the 2020s
20227,520 citationsauthor #5
Teachable Reinforcement Learning via Advice Distillation
20223 citationsauthor #2
Studying Bias in GANs through the Lens of Race
202248 citationsauthor #5
Learning to Listen: Modeling Non-Deterministic Dyadic Facial Motion
2022135 citationsauthor #5
PromptonomyViT: Multi-Task Prompt Learning Improves Video Transformers using Synthetic Scene Data
202221 citationsauthor #7
Using Language to Extend to Unseen Domains
202246 citationsauthor #5
Disentangled Action Recognition with Knowledge Bases
20228 citationsauthor #5
Multitask Vision-Language Prompt Tuning
202281 citationsauthor #7
Scale-MAE: A Scale-Aware Masked Autoencoder for Multiscale Geospatial Representation Learning
2022339 citationsauthor #9
Back to the Source: Diffusion-Driven Test-Time Adaptation
202261 citationsauthor #4
Bringing Image Scene Structure to Video via Frame-Clip Consistency of Object Tokens
202217 citationsauthor #7
Refine and Represent: Region-to-Object Representation Learning
20225 citationsauthor #6
K-LITE: Learning Transferable Visual Models with External Knowledge
202297 citationsauthor #13
Decentralized Vehicle Coordination: The Berkeley DeepDrive Drone Dataset and Consensus-Based Models
202210 citationsauthor #8
Explaining Reinforcement Learning Policies through Counterfactual Trajectories
20228 citationsauthor #5
Visual Attention Emerges from Recurrent Sparse Reconstruction
20227 citationsauthor #4
QDTrack: Quasi-Dense Similarity Learning for Appearance-Only Multiple Object Tracking
2022132 citationsauthor #6
Structured Video Tokens @ Ego4D PNR Temporal Localization Challenge 2022
20223 citationsauthor #7
On Guiding Visual Attention with Language Specification
202241 citationsauthor #5
Voxel-informed Language Grounding
202213 citationsauthor #4
Contrastive Test-Time Adaptation
2022358 citationsauthor #3
Semantic & Panoptic Segmentation and Image Processing with Convnets
20220 citationsauthor #3
Knowledge-Guided Self-Supervised Vision Transformers for Medical Imaging
20222 citationsauthor #8
G^3: Geolocation via Guidebook Grounding
202211 citationsauthor #3
ReCLIP: A Strong Zero-Shot Baseline for Referring Expression Comprehension
2022166 citationsauthor #3
Shape-Guided Diffusion with Inside-Outside Attention
202251 citationsauthor #8
Re-evaluating the Need for Multimodal Signals in Unsupervised Grammar Induction
20222 citationsauthor #9
Back to the Source: Diffusion-Driven Adaptation to Test-Time Corruption
202281 citationsauthor #4
Masked Visual Pre-training for Motor Control
2022298 citationsauthor #3
TL;DW? Summarizing Instructional Videos with Task Relevance & Cross-Modal Saliency
202243 citationsauthor #5
Real-World Robot Learning with Masked Visual Pre-training
2022327 citationsauthor #6
Differentiable Gradient Sampling for Learning Implicit 3D Scene Reconstructions from a Single Image
20223 citationsauthor #3
Reliable Visual Question Answering: Abstain Rather Than Answer Incorrectly
202281 citationsauthor #5
Exposing the Limits of Video-Text Models through Contrast Sets
202233 citationsauthor #4
Robust Object Detection via Instance-Level Temporal Cycle Confusion
202136 citationsauthor #7
Instance-Aware Predictive Navigation in Multi-Agent Environments
20219 citationsauthor #3
Tune it the Right Way: Unsupervised Validation of Domain Adaptation via Soft Neighborhood Density
202167 citationsauthor #5
Published at ICLR 2021 Workshop on Security and Safety in Machine Learning Systems
20210 citationsauthor #5
Region-level Active Learning for Cluttered Scenes
20211 citationsauthor #7
More Control for Free! Image Synthesis with Semantic Diffusion Guidance
2021317 citationsauthor #9
Anytime Dense Prediction with Confidence Adaptivity
202124 citationsauthor #4
Supplementary Material for Automatic Augmentation Policies for Self-Supervised Learning
20210 citationsauthor #4
Region-level Active Detector Learning
20213 citationsauthor #8
Auto-Tuned Sim-to-Real Transfer
202184 citationsauthor #3
Benchmark for Compositional Text-to-Image Synthesis
2021159 citationsauthor #4
Tent: Fully Test-Time Adaptation by Entropy Minimization
20211,597 citationsauthor #5
Strumming to the Beat: Audio-Conditioned Contrastive Video Textures
202121 citationsauthor #5
U NCONDITIONAL S YNTHESIS OF C OMPLEX S CENES U SING A SEMANTIC BOTTLENECK
20210 citationsauthor #5
Fighting Gradients with Gradients: Dynamic Defenses against Adversarial Attacks
202130 citationsauthor #5
Generating Visual Explanations with Natural Language
202117 citationsauthor #4
QVH IGHLIGHTS : Detecting Moments and Highlights in Videos via Natural Language Queries
20212 citationsauthor #5
Monocular Quasi-Dense 3D Object Tracking
2021147 citationsauthor #4
sensAI: ConvNets Decomposition via Class Parallelism for Fast Inference on Live Data
202113 citationsauthor #6
Confidence Adaptive Anytime Pixel-Level Recognition
20212 citationsauthor #2
Towards Explainable and Advisable Model for Self‐driving Cars
20218 citationsauthor #7
Explaining robot policies
20216 citationsauthor #7
Learning to Detect Every Thing in an Open World
202159 citationsauthor #3
CLIP-It! Language-Guided Video Summarization
2021161 citationsauthor #3
On-target Adaptation
202120 citationsauthor #5
Region Similarity Representation Learning
2021127 citationsauthor #5
Prototypical Cross-domain Self-supervised Learning for Few-shot Unsupervised Domain Adaptation
2021189 citationsauthor #5
Self-Supervised Pretraining Improves Self-Supervised Pretraining
2021131 citationsauthor #12
Object-Region Video Transformers
2021100 citationsauthor #7
Discovering Non-monotonic Autoregressive Orderings with Variational Inference
202116 citationsauthor #6
DETReg: Unsupervised Pretraining with Region Priors for Object Detection
2021134 citationsauthor #8
Predicting with Confidence on Unseen Distributions
2021139 citationsauthor #4
NewsCLIPpings: Automatic Generation of Out-of-Context Multimodal Media
2021133 citationsauthor #2
Watch Those Words: Video Falsification Detection Using Word-Conditioned Facial Motion
202125 citationsauthor #4
Early Convolutions Help Transformers See Better
2021901 citationsauthor #4
Twitter-COMMs: Detecting Climate, COVID, and Military Multimodal Misinformation
202127 citationsauthor #3
Evaluating Self-Supervised Pretraining Without Using Labels
202010 citationsauthor #4
End to End Learning in Autonomous Driving Systems
20202 citationsauthor #2
Reducing Class Collapse in Metric Learning with Easy Positive Sampling
20209 citationsauthor #4
Auxiliary Task Reweighting for Minimum-data Learning
202042 citationsauthor #4
What Should Not Be Contrastive in Contrastive Learning
2020335 citationsauthor #4
Rethinking preventing class-collapsing in metric learning with margin-based losses
202015 citationsauthor #4
Fully Test-time Adaptation by Entropy Minimization
202058 citationsauthor #5
Remembering for the Right Reasons: Explanations Reduce Catastrophic Forgetting
202052 citationsauthor #7
Seeing the Un-Scene: Learning Amodal Semantic Maps for Room Navigation
202064 citationsauthor #4

TIMELINE

1987 9 citations

1988 150 citations

1989 114 citations

1990 129 citations

1991 188 citations

1992 0 citations

1993 563 citations

1994 514 citations

1995 448 citations

1996 5,723 citations

1997 330 citations

1998 130 citations

1999 294 citations

2000 355 citations

2001 889 citations

2002 859 citations

2003 1,818 citations

2004 1,667 citations

2005 2,811 citations

2006 2,143 citations

2007 2,391 citations

2008 1,640 citations

2009 1,454 citations

2010 3,896 citations

2011 2,102 citations

2012 1,063 citations

2013 36,527 citations

2014 69,148 citations

2015 12,713 citations

2016 17,944 citations

2017 18,981 citations

2018 14,104 citations

2019 3,607 citations

2020 3,756 citations

2021 4,705 citations

2022 10,337 citations

2023 2,073 citations

Unknown 0 citations

Trevor Darrell

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