Search Results for author: Justin Dulay

Found 5 papers, 1 papers with code

Using Human Perception to Regularize Transfer Learning

no code implementations15 Nov 2022 Justin Dulay, Walter J. Scheirer

Recent trends in the machine learning community show that models with fidelity toward human perceptual measurements perform strongly on vision tasks.

Transfer Learning

Psychophysical-Score: A Behavioral Measure for Assessing the Biological Plausibility of Visual Recognition Models

no code implementations16 Oct 2022 Brandon RichardWebster, Justin Dulay, Anthony DiFalco, Elisabetta Caldesi, Walter J. Scheirer

This article proposes a state-of-the-art procedure that generates a new metric, Psychophysical-Score, which is grounded in visual psychophysics and is capable of reliably estimating perceptual responses across numerous models -- representing a large range in complexity and biological inspiration.

Object Recognition

Measuring Human Perception to Improve Open Set Recognition

no code implementations8 Sep 2022 Jin Huang, Derek Prijatelj, Justin Dulay, Walter Scheirer

The human ability to recognize when an object belongs or does not belong to a particular vision task outperforms all open set recognition algorithms.

Object Recognition Open Set Learning

Guiding Machine Perception with Psychophysics

1 code implementation5 Jul 2022 Justin Dulay, Sonia Poltoratski, Till S. Hartmann, Samuel E. Anthony, Walter J. Scheirer

{G}{ustav} Fechner's 1860 delineation of psychophysics, the measurement of sensation in relation to its stimulus, is widely considered to be the advent of modern psychological science.

Multi-resolution Outlier Pooling for Sorghum Classification

no code implementations10 Jun 2021 Chao Ren, Justin Dulay, Gregory Rolwes, Duke Pauli, Nadia Shakoor, Abby Stylianou

Automated high throughput plant phenotyping involves leveraging sensors, such as RGB, thermal and hyperspectral cameras (among others), to make large scale and rapid measurements of the physical properties of plants for the purpose of better understanding the difference between crops and facilitating rapid plant breeding programs.

Plant Phenotyping

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