Laurent Itti

Orcid: 0000-0002-0168-2977

Affiliations:
  • University of Southern California, Los Angeles, USA


According to our database1, Laurent Itti authored at least 170 papers between 1997 and 2024.

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Bibliography

2024
Evaluating Pretrained Models for Deployable Lifelong Learning.
Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision Workshops, 2024

2023
Multi-scale pulmonary nodule classification with deep feature fusion via residual network.
J. Ambient Intell. Humaniz. Comput., 2023

USC-DCT: A Collection of Diverse Classification Tasks.
Data, 2023

DreamDistribution: Prompt Distribution Learning for Text-to-Image Diffusion Models.
CoRR, 2023

Value Explicit Pretraining for Goal-Based Transfer Learning.
CoRR, 2023

World Model Based Sim2Real Transfer for Visual Navigation.
CoRR, 2023

Beyond Generation: Harnessing Text to Image Models for Object Detection and Segmentation.
CoRR, 2023

Building One-class Detector for Anything: Open-vocabulary Zero-shot OOD Detection Using Text-image Models.
CoRR, 2023

Lightweight Learner for Shared Knowledge Lifelong Learning.
CoRR, 2023

HOOT: Heavy Occlusions in Object Tracking Benchmark.
Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, 2023

Encouraging Disentangled and Convex Representation with Controllable Interpolation Regularization.
Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, 2023

RoboCLIP: One Demonstration is Enough to Learn Robot Policies.
Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

3D Copy-Paste: Physically Plausible Object Insertion for Monocular 3D Detection.
Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

CLR: Channel-wise Lightweight Reprogramming for Continual Learning.
Proceedings of the IEEE/CVF International Conference on Computer Vision, 2023

Improving Zero-shot Generalization and Robustness of Multi-Modal Models.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2023

Batch Model Consolidation: A Multi-Task Model Consolidation Framework.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2023

Reproducibility Requires Consolidated Artifacts.
Proceedings of the 2nd IEEE/ACM International Conference on AI Engineering, 2023

ABLATOR: Robust Horizontal-Scaling of Machine Learning Ablation Experiments.
Proceedings of the International Conference on Automated Machine Learning, 2023

2022
Beneficial Perturbation Network for Designing General Adaptive Artificial Intelligence Systems.
IEEE Trans. Neural Networks Learn. Syst., 2022

EM-Paste: EM-guided Cut-Paste with DALL-E Augmentation for Image-level Weakly Supervised Instance Segmentation.
CoRR, 2022

Ferroelectric FET based Context-Switching FPGA Enabling Dynamic Reconfiguration for Adaptive Deep Learning Machines.
CoRR, 2022

Supervised Contrastive Prototype Learning: Augmentation Free Robust Neural Network.
CoRR, 2022

DALL-E for Detection: Language-driven Context Image Synthesis for Object Detection.
CoRR, 2022

Invariant Structure Learning for Better Generalization and Causal Explainability.
CoRR, 2022

Model2Detector: Widening the Information Bottleneck for Out-of-Distribution Detection using a Handful of Gradient Steps.
CoRR, 2022

What can we learn from misclassified ImageNet images?
CoRR, 2022

SHERLock: Self-Supervised Hierarchical Event Representation Learning.
Proceedings of the 26th International Conference on Pattern Recognition, 2022

incDFM: Incremental Deep Feature Modeling for Continual Novelty Detection.
Proceedings of the Computer Vision - ECCV 2022, 2022

Contributions of Shape, Texture, and Color in Visual Recognition.
Proceedings of the Computer Vision - ECCV 2022, 2022

Neural-Sim: Learning to Generate Training Data with NeRF.
Proceedings of the Computer Vision - ECCV 2022, 2022

GalilAI: Out-of-Task Distribution Detection using Causal Active Experimentation for Safe Transfer RL.
Proceedings of the International Conference on Artificial Intelligence and Statistics, 2022

2021
Video2Skill: Adapting Events in Demonstration Videos to Skills in an Environment using Cyclic MDP Homomorphisms.
CoRR, 2021

Shaped Policy Search for Evolutionary Strategies using Waypoints.
CoRR, 2021

Shaped Policy Search for Evolutionary Strategies using Waypoints<sup>*</sup>.
Proceedings of the IEEE International Conference on Robotics and Automation, 2021

Causal Curiosity: RL Agents Discovering Self-supervised Experiments for Causal Representation Learning.
Proceedings of the 38th International Conference on Machine Learning, 2021

Zero-shot Synthesis with Group-Supervised Learning.
Proceedings of the 9th International Conference on Learning Representations, 2021

Multi-Task Occlusion Learning for Real-Time Visual Object Tracking.
Proceedings of the 2021 IEEE International Conference on Image Processing, 2021

A Peek Into the Reasoning of Neural Networks: Interpreting With Structural Visual Concepts.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2021

2020
Learning visual variation for object recognition.
Image Vis. Comput., 2020

Unsupervised Hierarchical Concept Learning.
CoRR, 2020

Beneficial Perturbations Network for Defending Adversarial Examples.
CoRR, 2020

Attentive Feature Reuse for Multi Task Meta learning.
CoRR, 2020

Lifelong Learning Without a Task Oracle.
Proceedings of the 32nd IEEE International Conference on Tools with Artificial Intelligence, 2020

Pose Augmentation: Class-Agnostic Object Pose Transformation for Object Recognition.
Proceedings of the Computer Vision - ECCV 2020, 2020

2019
Vision-Based Autonomous Path Following Using a Human Driver Control Model With Reliable Input-Feature Value Estimation.
IEEE Trans. Intell. Veh., 2019

Learning Invariant Features in Modulatory Networks through Conflict and Ambiguity.
Neural Comput., 2019

Meta Adaptation using Importance Weighted Demonstrations.
CoRR, 2019

Adversarial Training: embedding adversarial perturbations into the parameter space of a neural network to build a robust system.
CoRR, 2019

Beneficial perturbation network for continual learning.
CoRR, 2019

Learning Causal State Representations of Partially Observable Environments.
CoRR, 2019

Efficient Velodyne SLAM with point and plane features.
Auton. Robots, 2019

Lessons from neuroscience.
Proceedings of the Companion of The 2019 World Wide Web Conference, 2019

Surprise! Predicting Infant Visual Attention in a Socially Assistive Robot Contingent Learning Paradigm.
Proceedings of the 28th IEEE International Conference on Robot and Human Interactive Communication, 2019

Inertial-based Motion Capturing and Smart Training System.
Proceedings of the 2019 IEEE/RSJ International Conference on Intelligent Robots and Systems, 2019

Closed-Loop Memory GAN for Continual Learning.
Proceedings of the Twenty-Eighth International Joint Conference on Artificial Intelligence, 2019

2018
Multi-Scale Adversarial Feature Learning for Saliency Detection.
Symmetry, 2018

shapeDTW: Shape Dynamic Time Warping.
Pattern Recognit., 2018

Salient object detection via a local and global method based on deep residual network.
J. Vis. Commun. Image Represent., 2018

Closed-Loop GAN for continual Learning.
CoRR, 2018

Overcoming catastrophic forgetting problem by weight consolidation and long-term memory.
CoRR, 2018

Inertial Machine Monitoring System for Automated Failure Detection.
Proceedings of the 2018 IEEE International Conference on Robotics and Automation, 2018

DeepVP: Deep Learning for Vanishing Point Detection on 1 Million Street View Images.
Proceedings of the 2018 IEEE International Conference on Robotics and Automation, 2018

Born-Again Neural Networks.
Proceedings of the 35th International Conference on Machine Learning, 2018

2017
Biologically plausible learning in neural networks with modulatory feedback.
Neural Networks, 2017

Image salient object detection with refined deep features via convolution neural network.
J. Electronic Imaging, 2017

Third Eye: A Shopping Assistant for the Visually Impaired.
Computer, 2017

Improved Deep Learning of Object Category Using Pose Information.
Proceedings of the 2017 IEEE Winter Conference on Applications of Computer Vision, 2017

Learning to Recognize Objects by Retaining Other Factors of Variation.
Proceedings of the 2017 IEEE Winter Conference on Applications of Computer Vision, 2017

Deep Salient Object Detection via Hierarchical Network Learning.
Proceedings of the Neural Information Processing - 24th International Conference, 2017

Scanpath Prediction Based on High-Level Features and Memory Bias.
Proceedings of the Neural Information Processing - 24th International Conference, 2017

Saliency prediction based on new deep multi-layer convolution neural network.
Proceedings of the 2017 IEEE International Conference on Image Processing, 2017

2016
Classifying Time Series Using Local Descriptors with Hybrid Sampling.
IEEE Trans. Knowl. Data Eng., 2016

Learning a Combined Model of Visual Saliency for Fixation Prediction.
IEEE Trans. Image Process., 2016

metricDTW: local distance metric learning in Dynamic Time Warping.
CoRR, 2016

Active Long Term Memory Networks.
CoRR, 2016

Decomposing time series with application to temporal segmentation.
Proceedings of the 2016 IEEE Winter Conference on Applications of Computer Vision, 2016

Detecting "Smart" Spammers on Social Network: A Topic Model Approach.
Proceedings of the Student Research Workshop, 2016

Walking compass with head-mounted IMU sensor.
Proceedings of the 2016 IEEE International Conference on Robotics and Automation, 2016

Perfect Accuracy with Human-in-the-Loop Object Detection.
Proceedings of the Computer Vision - ECCV 2016 Workshops, 2016

iLab-20M: A Large-Scale Controlled Object Dataset to Investigate Deep Learning.
Proceedings of the 2016 IEEE Conference on Computer Vision and Pattern Recognition, 2016

2015
BIK-BUS: Biologically Motivated 3D Keypoint Based on Bottom-Up Saliency.
IEEE Trans. Image Process., 2015

Computational models: Bottom-up and top-down aspects.
CoRR, 2015

Computational models of attention.
CoRR, 2015

What can we learn about CNNs from a large scale controlled object dataset?
CoRR, 2015

CAT2000: A Large Scale Fixation Dataset for Boosting Saliency Research.
CoRR, 2015

Fixation bank: Learning to reweight fixation candidates.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2015

Mining Videos for Features that Drive Attention.
Proceedings of the Multimedia Data Mining and Analytics - Disruptive Innovation, 2015

2014
What/Where to Look Next? Modeling Top-Down Visual Attention in Complex Interactive Environments.
IEEE Trans. Syst. Man Cybern. Syst., 2014

Autonomous Mobile Robot Localization and Navigation Using a Hierarchical Map Representation Primarily Guided by Vision.
J. Field Robotics, 2014

Optimal attentional modulation of a neural population.
Frontiers Comput. Neurosci., 2014

Attention-aware rendering, mobile graphics and games.
Proceedings of the Special Interest Group on Computer Graphics and Interactive Techniques Conference, 2014

Performance Evaluation of Neuromorphic-Vision Object Recognition Algorithms.
Proceedings of the 22nd International Conference on Pattern Recognition, 2014

Integrating human context and occlusion reasoning to improve handheld object tracking.
Proceedings of the 2014 IEEE International Conference on Image Processing, 2014

A System for Assisting the Visually Impaired in Localization and Grasp of Desired Objects.
Proceedings of the Computer Vision - ECCV 2014 Workshops, 2014

Human vs. Computer in Scene and Object Recognition.
Proceedings of the 2014 IEEE Conference on Computer Vision and Pattern Recognition, 2014

2013
Quantitative Analysis of Human-Model Agreement in Visual Saliency Modeling: A Comparative Study.
IEEE Trans. Image Process., 2013

State-of-the-Art in Visual Attention Modeling.
IEEE Trans. Pattern Anal. Mach. Intell., 2013

Competitive Integration of Visual and Goal-related Signals on Neuronal Accumulation Rate: A Correlate of Oculomotor Capture in the Superior Colliculus.
J. Cogn. Neurosci., 2013

6th International Symposium on Attention in Cognitive Systems 2013.
CoRR, 2013

Bayesian optimization explains human active search.
Proceedings of the Advances in Neural Information Processing Systems 26: 27th Annual Conference on Neural Information Processing Systems 2013. Proceedings of a meeting held December 5-8, 2013

Situation awareness via sensor-equipped eyeglasses.
Proceedings of the 2013 IEEE/RSJ International Conference on Intelligent Robots and Systems, 2013

Finding planes in LiDAR point clouds for real-time registration.
Proceedings of the 2013 IEEE/RSJ International Conference on Intelligent Robots and Systems, 2013

Beobot 2.0: Autonomous mobile robot localization and navigation in outdoor pedestrian environment.
Proceedings of the 2013 IEEE/RSJ International Conference on Intelligent Robots and Systems, 2013

Deep Learning on Natural Viewing Behaviors to Differentiate Children with Fetal Alcohol Spectrum Disorder.
Proceedings of the Intelligent Data Engineering and Automated Learning - IDEAL 2013, 2013

Mobile robot navigation system in outdoor pedestrian environment using vision-based road recognition.
Proceedings of the 2013 IEEE International Conference on Robotics and Automation, 2013

Attention biased speeded up robust featureS (AB-SURF): A neurally-inspired object recognition algorithm for a wearable aid for the visually-impaired.
Proceedings of the 2013 IEEE International Conference on Multimedia and Expo Workshops, 2013

Analysis of Scores, Datasets, and Models in Visual Saliency Prediction.
Proceedings of the IEEE International Conference on Computer Vision, 2013

Traces of Intellectual Working Memory Tasks on Visuospatial Short-Term Memory.
Proceedings of the 35th Annual Meeting of the Cognitive Science Society, 2013

Where What You Count is What Really Counts.
Proceedings of the 35th Annual Meeting of the Cognitive Science Society, 2013

Schema-Driven, Space-Supported Random Accessible Memory Systems for Manipulation of Symbolic Working Memory.
Proceedings of the 35th Annual Meeting of the Cognitive Science Society, 2013

2012
Mobile robot monocular vision navigation based on road region and boundary estimation.
Proceedings of the 2012 IEEE/RSJ International Conference on Intelligent Robots and Systems, 2012

Modeling the influence of action on spatial attention in visual interactive environments.
Proceedings of the IEEE International Conference on Robotics and Automation, 2012

Saliency mapping enhanced by symmetry from local phase.
Proceedings of the 19th IEEE International Conference on Image Processing, 2012

A portable system for recording neural activity in indoor and outdoor environments.
Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2012

Salient Object Detection: A Benchmark.
Proceedings of the Computer Vision - ECCV 2012, 2012

Probabilistic learning of task-specific visual attention.
Proceedings of the 2012 IEEE Conference on Computer Vision and Pattern Recognition, 2012

Exploiting local and global patch rarities for saliency detection.
Proceedings of the 2012 IEEE Conference on Computer Vision and Pattern Recognition, 2012

Adaptive object tracking by learning background context.
Proceedings of the 2012 IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops, 2012

Neuromorphic Bayesian Surprise for Far-Range Event Detection.
Proceedings of the Ninth IEEE International Conference on Advanced Video and Signal-Based Surveillance, 2012

An Object-Based Bayesian Framework for Top-Down Visual Attention.
Proceedings of the Twenty-Sixth AAAI Conference on Artificial Intelligence, 2012

2011
Saliency and Gist Features for Target Detection in Satellite Images.
IEEE Trans. Image Process., 2011

Beobot 2.0: Cluster architecture for mobile robotics.
J. Field Robotics, 2011

Visual attention guided bit allocation in video compression.
Image Vis. Comput., 2011

Multilayer real-time video image stabilization.
Proceedings of the 2011 IEEE/RSJ International Conference on Intelligent Robots and Systems, 2011

Scene classification with a sparse set of salient regions.
Proceedings of the IEEE International Conference on Robotics and Automation, 2011

Spatial Registry Model : Towards a Grounded Account for Executive Attention.
Proceedings of the 33th Annual Meeting of the Cognitive Science Society, 2011

Modeling forward and backward serial recall using a spatial registry assumption.
Proceedings of the 33th Annual Meeting of the Cognitive Science Society, 2011

Computational Modeling of Top-down Visual Attention in Interactive Environments.
Proceedings of the British Machine Vision Conference, 2011

2010
Of bits and wows: A Bayesian theory of surprise with applications to attention.
Neural Networks, 2010

Mobile robot vision navigation & localization using Gist and Saliency.
Proceedings of the 2010 IEEE/RSJ International Conference on Intelligent Robots and Systems, 2010

2009
Biologically Inspired Mobile Robot Vision Localization.
IEEE Trans. Robotics, 2009

Centralized server environment for educational robotics.
Proceedings of the 2009 IEEE/RSJ International Conference on Intelligent Robots and Systems, 2009

2008
Applying computational tools to predict gaze direction in interactive visual environments.
ACM Trans. Appl. Percept., 2008

Storing and recalling information for vision localization.
Proceedings of the 2008 IEEE International Conference on Robotics and Automation, 2008

2007
Visual salience.
Scholarpedia, 2007

Rapid Biologically-Inspired Scene Classification Using Features Shared with Visual Attention.
IEEE Trans. Pattern Anal. Mach. Intell., 2007

Congruence between model and human attention reveals unique signatures of critical visual events.
Proceedings of the Advances in Neural Information Processing Systems 20, 2007

Biologically-inspired robotics vision monte-carlo localization in the outdoor environment.
Proceedings of the 2007 IEEE/RSJ International Conference on Intelligent Robots and Systems, October 29, 2007

Beyond bottom-up: Incorporating task-dependent influences into a computational model of spatial attention.
Proceedings of the 2007 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2007), 2007

2006
The use of attention and spatial information for rapid facial recognition in video.
Image Vis. Comput., 2006

Photorealistic Attention-Based Gaze Animation.
Proceedings of the 2006 IEEE International Conference on Multimedia and Expo, 2006

Combining bottom-up and top-down attentional influences.
Proceedings of the Human Vision and Electronic Imaging XI, 2006

Computational mechanisms for gaze direction in interactive visual environments.
Proceedings of the Eye Tracking Research & Application Symposium, 2006

Causal saliency effects during natural vision.
Proceedings of the Eye Tracking Research & Application Symposium, 2006

An Integrated Model of Top-Down and Bottom-Up Attention for Optimizing Detection Speed.
Proceedings of the 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2006), 2006

2005
Robot steering with spectral image information.
IEEE Trans. Robotics, 2005

Computational modeling and exploration of contour integration for visual saliency.
Biol. Cybern., 2005

Optimal cue selection strategy.
Proceedings of the Advances in Neural Information Processing Systems 18 [Neural Information Processing Systems, 2005

Bayesian Surprise Attracts Human Attention.
Proceedings of the Advances in Neural Information Processing Systems 18 [Neural Information Processing Systems, 2005

Gist: A Mobile Robotics Application of Context-Based Vision in Outdoor Environment.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2005

A Principled Approach to Detecting Surprising Events in Video.
Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2005), 2005

Combining attention and recognition for rapid scene analysis.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2005

2004
Automatic foveation for video compression using a neurobiological model of visual attention.
IEEE Trans. Image Process., 2004

Biologically inspired feature-based categorization of objects.
Proceedings of the Human Vision and Electronic Imaging IX, 2004

Automatic attention-based prioritization of unconstrained video for compression.
Proceedings of the Human Vision and Electronic Imaging IX, 2004

Biologically-Inspired Face Detection: Non-Brute-Force-Search Approach.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2004

2003
CINNIC, a new computational algorithm for the modeling of early visual contour integration in humans.
Neurocomputing, 2003

Saliency-based multifoveated MPEG compression.
Proceedings of the Seventh International Symposium on Signal Processing and Its Applications, 2003

2002
Real-time high-performance attention focusing in outdoors color video streams.
Proceedings of the Human Vision and Electronic Imaging VII, 2002

Attentional Selection for Object Recognition - A Gentle Way.
Proceedings of the Biologically Motivated Computer Vision Second International Workshop, 2002

A Goal Oriented Attention Guidance Model.
Proceedings of the Biologically Motivated Computer Vision Second International Workshop, 2002

A Model of Contour Integration in Early Visual Cortex.
Proceedings of the Biologically Motivated Computer Vision Second International Workshop, 2002

A New Robotics Platform for Neuromorphic Vision: Beobots.
Proceedings of the Biologically Motivated Computer Vision Second International Workshop, 2002

2001
Feature combination strategies for saliency-based visual attention systems.
J. Electronic Imaging, 2001

Modeling the Modulatory Effect of Attention on Human Spatial Vision.
Proceedings of the Advances in Neural Information Processing Systems 14 [Neural Information Processing Systems: Natural and Synthetic, 2001

1999
A quantitative model relating visual neuronal activity to psychophysical thresholds.
Neurocomputing, 1999

Comparison of feature combination strategies for saliency-based visual attention systems.
Proceedings of the Human Vision and Electronic Imaging IV, 1999

1998
A Model of Saliency-Based Visual Attention for Rapid Scene Analysis.
IEEE Trans. Pattern Anal. Mach. Intell., 1998

Attentional Modulation of Human Pattern Discrimination Psychophysics Reproduced by a Quantitative Model.
Proceedings of the Advances in Neural Information Processing Systems 11, [NIPS Conference, Denver, Colorado, USA, November 30, 1998

1997
A Model of Early Visual Processing.
Proceedings of the Advances in Neural Information Processing Systems 10, 1997


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