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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="utf-8" />
<meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no" />
<meta name="description" content="" />
<meta name="author" content="" />
<title>Scrolling Nav</title>
<link rel="icon" type="image/x-icon" href="assets/favicon.ico" />
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<link href="css/styles.css" rel="stylesheet" />
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<body id="page-top">
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<nav class="navbar navbar-expand-lg navbar-dark bg-dark fixed-top" id="mainNav">
<div class="container px-4">
<a class="navbar-brand" href="#page-top">Smart Pixels</a>
<button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navbarResponsive" aria-controls="navbarResponsive" aria-expanded="false" aria-label="Toggle navigation"><span class="navbar-toggler-icon"></span></button>
<div class="collapse navbar-collapse" id="navbarResponsive">
<ul class="navbar-nav ms-auto">
<li class="nav-item"><a class="nav-link" href="#about">About</a></li>
<li class="nav-item"><a class="nav-link" href="#talks">Talks</a></li>
<li class="nav-item"><a class="nav-link" href="#publications">Publications</a></li>
<li class="nav-item"><a class="nav-link" href="#data"> Open Source Data </a></li>
<li class="nav-item"><a class="nav-link" href="#who"> Members</a></li>
</ul>
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<!-- Header-->
<header class="bg-primary bg-gradient text-white">
<div class="container px-4 text-center">
<h1 class="fw-bolder">Smart Pixels</h1>
</div>
</header>
<!-- About section-->
<section id="about">
<div class="container px-4">
<div class="row gx-4 justify-content-center">
<div class="col-lg-8">
<h2>About</h2>
<p class="lead">We are a group of physicists, engineers, and ASIC designers seeking to make the next-generation of AI-ingrained physics experiments. We meet every Tues. at 1 pm on zoom/at Fermilab (11th floor)</p>
<br>
<img src="imgs/SP_pic1.jpg" alt="conference1" width="408px" height="307px">
<img src="imgs/SP_pic2.jpg" alt="conference1" width="408px" height="307px">
<br>
<img src="imgs/david.jpg" alt="conference1" width="408px" height="307px">
<img src="imgs/arghya.jpg" alt="conference1" width="408px" height="307px">
<br>
<img src="imgs/jieun.jpg" alt="conference1" width="408px" height="307px">
</div>
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</div>
</section>
<!-- Talks-->
<section id="talks">
<div class="container px-4">
<div class="row gx-4 justify-content-center">
<div class="col-lg-8">
<h2>Recent Talks/Posters</h2>
<ul>
<li> David Jiang, <a href="https://indico.cern.ch/event/1387540/contributions/6153571/"> Smart Pixels: A Machine Learning Approach Towards Data Reduction in Next-Generation Particle Detectors, </a> Poster presented at Fast Machine Learning for Science Conference 2024, Oct. 2024 </li>
<li> Jieun Yoo, <a href="https://indico.cern.ch/event/1387540/contributions/6153425/"> Smart Pixels: Towards radiation hard ASIC with on-chip machine learning in 28nm CMOS, </a> Fast Machine Learning for Science Conference 2024, Oct. 2024 </li>
<li> Benjamin Parpillon, <a href="https://indico.cern.ch/event/1381495/contributions/5988566/"> Radiation-Hard Smart-Pixel Detector ASIC ReadOut with Digital AI in 28nm, </a> poster presented at TWEPP 2024, Oct. 2024 </li>
<li> Jannicke Pearkes, <a href="https://indico.cern.ch/event/1426145/contributions/6133759/attachments/2936316/5157582/2024_09_27_smart_pixels_ngt.pdf"> Smartpixels with data reduction at the source, </a> NGT workshop: hls4ml HEP Community Forum, Sept. 2024 </li>
<li> Jieun Yoo, <a href="https://drive.google.com/file/d/1vMvFQaoYRO_t5c_KN-1kZg3QNM3aekhB/view"> Smart pixel sensors for the HL-LHC </a> US Korea Conference (UKC) 2024, Aug. 2024 </li>
<li> Anthony Badea, <a href="https://indico.cern.ch/event/1291157/contributions/5888438/"> Intelligent pixel detectors: towards a radiation hard ASIC with on-chip machine learning in 28nm CMOS, </a> ICHEP, July 2024 </li>
<li> Jieun Yoo, Abhijith Gandrakota, Lindsey Gray, Morris Swartz, et. al, <a href = "https://indico.fnal.gov/event/64625/contributions/295309/attachments/179560/245237/NewPersp-SmartPix_2024.pdf"> Smart Pixel Sensors for the HL-LHC, </a> New Perspectives, July 2024 </li>
<li> Carissa N Kumar, <a href="https://meetings.aps.org/Meeting/APR24/Session/F14.5"> Smart Pixels: Algorithm design and hardware testing for a 28m ROIC for future pixel trackers, </a> APS April Meeting 2024 </li>
<li> <a href="https://indico.fnal.gov/event/62112/"> Fermilab workshop </a> on Dec. 12, 2023 </li>
<li> Jennet Dickinson, Rachel Kovach-Fuentes, Lindsey Gray, Morris Swartz, Guiseppe Di Guglielmo et al., <a href="https://nips.cc/media/PosterPDFs/NeurIPS%202023/76175.png"> Smartpixels: Towards on-sensor inference of charged particle track parameters and uncertainties </a> Poster presented at NeurIPS 2023 Workshop: Machine Learning and the Physical Sciences, Dec. 2023 </li>
<li> Benjamin Parpillon, <a href="https://indico.slac.stanford.edu/event/8288/contributions/7689/"> Readout IC R&D for future Phase III High Luminosity Upgrade of the LHC, </a>CPAD Workshop, Nov. 2023</li>
<li> Jieun Yoo, <a href="https://indico.slac.stanford.edu/event/8288/contributions/7654/"> Front-end neural network filtering implemented in a silicon pixel detector, </a>CPAD Workshop, Nov. 2023</li>
<li> Giuseppe Di Guglielmo, <a href="https://fastmachinelearning.org/iccad2023/program.html"> Smart pixel sensors: towards on-sensor filtering of pixel clusters with deep learning, </a> Fast Machine Learning for Science @ ICCAD, Nov. 2023 </li>
<li> Shruti R Kulkarni, <a href="https://indico.cern.ch/event/1283970/contributions/5550633/"> Neuromorphic Computing for On-Sensor Data Filtering on Smart-Pixels, </a> Fast Machine Learning for Science, Sept. 2023 </li>
<li> Rachel Kovach-Fuentes, <a href="https://indico.cern.ch/event/1283970/contributions/5554343/">Smartpixels: on-pixel featurization for single layer silicon tracking, </a> Fast Machine Learning for Science, Sept. 2023 </li>
<li> Jennet Dickinson, <a href="https://indico.cern.ch/event/1242538/contributions/5412473/attachments/2689286/4666490/2023.07.24_Dickinson_MODE_vf.pdf" <a> Smart pixels with data reduction at source, </a> Third MODE Workshop on Differentiable Programming for Experiment Design, July 2023</li>
<li> Jennet Dickinson and Lindsey Gray, <a href="https://indico.slac.stanford.edu/event/7467/contributions/5966"> Smart pixels for single-silicon-layer tracking with ML, </a> International Workshop on Linear Colliders, May 2023</li>
<li> Jennet Dickinson, <a href="https://indico.bnl.gov/event/18372/contributions/75414/contribution.pdf"<a>On-chip intelligence and real-time data-processing, </a> P5 Town Hall Meeting, April 2023</li>
<li> Jennet Dickinson, <a href="https://indico.bnl.gov/event/17072/contributions/70204/">Smart pixels with data reduction at source,</a> CPAD Workshop 2022</li>
</ul>
<p class="lead"> </p>
</div>
</div>
</div>
</section>
<!-- Pubs-->
<section id="publications">
<div class="container px-4">
<div class="row gx-4 justify-content-center">
<div class="col-lg-8">
<h2>Publications</h2>
<ul>
<li> Jieun Yoo et al, <a href="https://iopscience.iop.org/article/10.1088/2632-2153/ad6a00"> Smart pixel sensors: towards on-sensor filtering of pixel clusters with deep learning </a> Mach. Learn.: Sci. Technol. 5 035047 </li>
<li> B. Parpillon, A. R. Trivedi and F. Fahim, <a href="https://ieeexplore.ieee.org/document/10182033"> "Readout IC with 40 MSPS in-pixel ADC for future vertex detector upgrades of Large Hadron Collider," </a>2023 IEEE International Symposium on Circuits and Systems (ISCAS), Monterey, CA, USA, 2023, pp. 1-5, doi: 10.1109/ISCAS46773.2023.10182033.</li>
<li> Shruti R. Kulkarni et al, <a href="https://dl.acm.org/doi/10.1145/3589737.3605976"> "On-Sensor Data Filtering using Neuromorphic Computing for High Energy Physics Experiments",</a> ICONS '23 Proceedings of the 2023 International Conference on Neuromorphic Systems, Aug. 2023, https://doi.org/10.1145/3589737.3605976 </li>
<li> Narasinga Rao Miniskar et. al, <a href="https://www.osti.gov/servlets/purl/1997610"> "A 3D Implementation of Convolutional Neural Network for Fast Inference", </a> 2023 IEEE International Symposium on Circuits and Systems (ISCAS) </li>
</ul>
<p></p>
<h2>Other</h2>
<li> Benjamin Parpillon et. al, <a href="https://arxiv.org/abs/2406.14860"> Smart Pixels: In-pixel AI for on-sensor data filtering </a>, arXiV, 2024 </li>
<li> J. Dickinson et. al, <a href="https://arxiv.org/abs/2312.11676"> Smartpixels: Towards on-sensor inference of charged particle track parameters and uncertainties </a>, arXiv, 2023 </li>
</div>
</div>
</div>
</section>
<!-- Data-->
<section id="data">
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<h2>Data</h2>
<ul><li> Data on Zenodo: <a href="https://zenodo.org/records/7331128">Smart pixel dataset</a></li></ul>
</div>
<div class="col-lg-8">
<h2>Code</h2>
<ul><li> on <a href="https://github.com/smart-pix"> smart-pix </a></li></ul>
</div>
</div>
</div>
</section>
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<h2>Members</h2>
<ul>
<li> <b>Cornell University </b>Jennet Dickinson</li>
<li> <b>Fermi National Accelerator Laboratory: </b> Douglas Berry, Giuseppe Di Guglielmo, Farah Fahim, Abhijith Gandrakota, Lindsey Gray, James Hirschauer, Ron Lipton, Benjamin Parpillon,
Gauri Pradhan, Chinar Syal, Nhan Tran, and the FNAL ASICS team </li>
<li> <b> Johns Hopkins University:</b> Petar Maksimovic, Morris Swartz, Dahai Wen</li>
<li> <b> Northwestern University: </b> Manuel Blanco Valentin </li>
<li> <b>Oak Ridge National Laboratory:</b> Shruti R. Kulkarni, Aaron Young </li>
<li> <b> Purdue University: </b> Arghya Ranjan Das, Shiqi Kuang, Miaoyuan Liu </li>
<li> <b> University of Chicago: </b> Anthony Badea, Karri DiPetrillo, Eliza Howard, Rachel Kovach-Fuentes, Carissa Kumar, Aidan Nicholas, Emily Pan </li>
<li> <b> University of Colorado Boulder: </b> Jannicke Pearkes, Ricardo Silvestre, Keith Ulmer </li>
<li> <b> University of Illinois Chicago: </b> Corrinne Mills, Danush Shekar, Mohammad Abrar Wadud, Jieun Yoo </li>
<li> <b> University of Illinois Urbana-Champaign: </b> David Jiang, Mark S. Neubauer </li>
<li> <b>University of Kansas: </b>Alice Bean </li>
</ul>
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