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Found 10 papers, 4 papers with code
Ray-transfer functions for camera simulation of 3D scenes with hidden lens design
Combining image sensor simulation tools (e. g., ISETCam) with physically based ray tracing (e. g., PBRT) offers possibilities for designing and evaluating novel imaging systems as well as for synthesizing physically accurate, labeled images for machine learning.
Accurate smartphone camera simulation using 3D scenes
We assess the accuracy of a smartphone camera simulation.
Validation of image systems simulation technology using a Cornell Box
We describe and experimentally validate an end-to-end simulation of a digital camera.
ISETAuto: Detecting vehicles with depth and radiance information
(1) When the spatial sampling resolution of the depth map and radiance image are equal to typical camera resolutions, a ResNet detects vehicles at higher average precision from depth than radiance.
Neural Network Generalization: The impact of camera parameters
We quantify the generalization of a convolutional neural network (CNN) trained to identify cars.
Soft Prototyping Camera Designs for Car Detection Based on a Convolutional Neural Network
It is better to evaluate camera designs for CNN applications using soft prototyping with task-specific metrics rather than consumer photography metrics.
A system for generating complex physically accurate sensor images for automotive applications
We describe an open-source simulator that creates sensor irradiance and sensor images of typical automotive scenes in urban settings.
Designing Illuminant Spectral Power Distributions for Surface Classification
There are many scientific, medical and industrial imaging applications where users have full control of the scene illumination and color reproduction is not the primary objective For example, it is possible to co-design sensors and spectral illumination in order to classify and detect changes in biological tissues, organic and inorganic materials, and object surface properties.
Learning the image processing pipeline
Many creative ideas are being proposed for image sensor designs, and these may be useful in applications ranging from consumer photography to computer vision.
Simultaneous Surface Reflectance and Fluorescence Spectra Estimation
There is widespread interest in estimating the fluorescence properties of natural materials in an image.
