Custom Model Training for DeepLens using Caltech-256 Dataset

Table of Contents

Background

DeepLens is a stand-alone camera with specialized ML support.

Image Classification

There are several pre-trained models for DeepLens. The goal of this project will be to provide a new trained model for used with DeepLens.

https://authors.library.caltech.edu/7694/1/CNS-TR-2007-001.pdf

We introduce a challenging set of 256 object categories containing a total of 30607 images

Workflow

  • create notebook
  • define containers
  • get caltech-256
  • define the network for training

Network

  {
          "type": "ResNet",
          "hyperparameters": {

          }
  }

Author: Jason Walsh

j@wal.sh

Last Updated: 2025-07-30 13:45:27

build: 2025-12-24 17:40 | sha: 5b2a311