November 13, 2018 Dataset Open Access

Hannah Kerner; Danika Wellington; Kiri Wagstaff; Jim Bell; Heni Ben Amor

Citation Style Language JSON Export

{
  "publisher": "Zenodo", 
  "DOI": "10.5281/zenodo.1486196", 
  "title": "Mars novelty detection Mastcam labeled dataset", 
  "issued": {
    "date-parts": [
      [
        2018, 
        11, 
        13
      ]
    ]
  }, 
  "abstract": "<p>These datasets were used for experiments in the paper:<br>\nKerner, H. R., Wellington, D. F., Wagstaff, K. L., Bell III, J. F., Ben Amor, H. Novelty Detection for Multispectral Images with Application to Planetary Exploration.&nbsp;In Proceedings of&nbsp;<em>Innovative Applications in Artificial Intelligence (IAAI/AAAI)</em>, 2019.&nbsp;</p>\n\n<p>The file cae_train.zip contains examples used for training the convolutional autoencoder. Each example is a Numpy array (.npy) of size 64x64x6 pixels.</p>\n\n<p>The file novel_images.zip contains the 332 tiles labeled as &quot;novel&quot; for containing novel geologic features.&nbsp;Each example is a Numpy array (.npy) of size 64x64x6 pixels.</p>\n\n<p>The file cnn_direct.zip contains examples used for fine-tuning pre-trained networks. Images are divided into &quot;vis&quot; (shorter wavelengths) and &quot;nir&quot; (longer wavelengths) and by their label of &quot;typical&quot; vs. &quot;novel.&quot; These three-channel images are stored as .jpg files.</p>\n\n<p>All files are named with the following convention: sequence_id_XX*_{R,L}Y_solZZZZ_N.npy where XX* is the sequence ID for the image, {R,L}Y indicates the right (R) or left (L) eye of the camera and the image number in the sequence (Y), and ZZZZ is the four-digit sol (Martian day since the rover began operations) the image was acquired on.</p>\n\n<p>All source images are publicly released&nbsp;Experiment Data Records (EDRs) archived by&nbsp;the Planetary Data System (PDS).</p>", 
  "author": [
    {
      "family": "Hannah Kerner"
    }, 
    {
      "family": "Danika Wellington"
    }, 
    {
      "family": "Kiri Wagstaff"
    }, 
    {
      "family": "Jim Bell"
    }, 
    {
      "family": "Heni Ben Amor"
    }
  ], 
  "version": "1", 
  "type": "dataset", 
  "id": "1486196"
}