Smart Pixels for LHC

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Date: 2024-06-24

Name: Smart Pixels for LHC

Domain: High Energy Physics

Focus: On-sensor, in-pixel ML filtering for high-rate LHC pixel detectors

Task Types: Image Classification, Data filtering

Metrics: Data rejection rate, Power per pixel

Models: 2-layer pixel NN

AI/ML Motif: Classification

Resources

Benchmark: Visit

Results: Gemini LLM Deep Research

Keywords

smart pixel on-sensor inference data reduction trigger

Citation

• Benjamin Parpillon, Chinar Syal, Jieun Yoo, Jennet Dickinson, Morris Swartz, Giuseppe Di Guglielmo, Alice Bean, Douglas Berry, Manuel Blanco Valentin, Karri DiPetrillo, Anthony Badea, Lindsey Gray, Petar Maksimovic, Corrinne Mills, Mark S. Neubauer, Gauri Pradhan, Nhan Tran, Dahai Wen, and Farah Fahim. Smart pixels: in-pixel ai for on-sensor data filtering. 2024. URL: https://arxiv.org/abs/2406.14860, arXiv:2406.14860.

@misc{parpillon2024smartpixelsinpixelai,
  archiveprefix = {arXiv},
  author        = {Benjamin Parpillon and Chinar Syal and Jieun Yoo and Jennet Dickinson and Morris Swartz and Giuseppe Di Guglielmo and Alice Bean and Douglas Berry and Manuel Blanco Valentin and Karri DiPetrillo and Anthony Badea and Lindsey Gray and Petar Maksimovic and Corrinne Mills and Mark S. Neubauer and Gauri Pradhan and Nhan Tran and Dahai Wen and Farah Fahim},
  eprint        = {2406.14860},
  primaryclass  = {physics.ins-det},
  title         = {Smart Pixels: In-pixel AI for on-sensor data filtering},
  url           = {https://arxiv.org/abs/2406.14860},
  year          = {2024}
}

Ratings

CategoryRating

Software

2.00

No packaged code or setup scripts available; replication depends on hardware description and paper

Specification

5.00

None

Dataset

2.00

No dataset links; not publicly hosted or FAIR-compliant

Metrics

5.00

None

Reference Solution

3.00

In-pixel 2-layer NN described and evaluated, but reproducibility and source files are not released

Documentation

3.00

Paper contains detailed descriptions, but no repo or external guide for reproducing results

Average rating: 3.33/5

Radar plot

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