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09/09/2023
HAct: Out-of-Distribution Detection with Neural Net Activation Histograms
We propose a simple, efficient, and accurate method for detecting out-of...
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05/28/2023
StEik: Stabilizing the Optimization of Neural Signed Distance Functions and Finer Shape Representation
We present new insights and a novel paradigm (StEik) for learning implic...
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06/04/2022
Surprising Instabilities in Training Deep Networks and a Theoretical Analysis
We discover restrained numerical instabilities in current training pract...
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08/29/2021
Flow-Guided Video Inpainting with Scene Templates
We consider the problem of filling in missing spatio-temporal regions of...
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02/16/2021
Shape-Tailored Deep Neural Networks
We present Shape-Tailored Deep Neural Networks (ST-DNN). ST-DNN extend c...
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10/28/2020
Class-Agnostic Segmentation Loss and Its Application to Salient Object Detection and Segmentation
In this paper we present a novel loss function, called class-agnostic se...
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08/25/2020
Channel-Directed Gradients for Optimization of Convolutional Neural Networks
We introduce optimization methods for convolutional neural networks that...
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04/10/2020
Phase Consistent Ecological Domain Adaptation
We introduce two criteria to regularize the optimization involved in lea...
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11/25/2019
Translation Insensitive CNNs
We address the problem that state-of-the-art Convolution Neural Networks...
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08/29/2019
Minimum Delay Object Detection From Video
We consider the problem of detecting objects, as they come into view, fr...
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09/30/2018
Accelerated PDE's for efficient solution of regularized inversion problems
We further develop a new framework, called PDE Acceleration, by applying...
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04/04/2018
Accelerated Optimization in the PDE Framework: Formulations for the Manifold of Diffeomorphisms
We consider the problem of optimization of cost functionals on the infin...
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11/27/2017
Accelerated Optimization in the PDE Framework: Formulations for the Active Contour Case
Following the seminal work of Nesterov, accelerated optimization methods...
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05/24/2016
Quickest Moving Object Detection
We present a general framework and method for simultaneous detection and...
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03/24/2016
Coarse-to-Fine Segmentation With Shape-Tailored Scale Spaces
We formulate a general energy and method for segmentation that is design...
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02/06/2014
Tracking via Motion Estimation with Physically Motivated Inter-Region Constraints
In this paper, we propose a method for tracking structures (e.g., ventri...
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11/20/2012
Matching Through Features and Features Through Matching
This paper addresses how to construct features for the problem of image ...
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08/21/2012