References of "Mormont, Romain"
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See detailComparison of deep transfer learning strategies for digital pathology
Mormont, Romain ULiege; Geurts, Pierre ULiege; Marée, Raphaël ULiege

in 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) (2018)

In this paper, we study deep transfer learning as a way of overcoming object recognition challenges encountered in the field of digital pathology. Through several experiments, we investigate various uses ... [more ▼]

In this paper, we study deep transfer learning as a way of overcoming object recognition challenges encountered in the field of digital pathology. Through several experiments, we investigate various uses of pre-trained neural network architectures and different combination schemes with random forests for feature selection. Our experiments on eight classification datasets show that densely connected and residual networks consistently yield best performances across strategies. It also appears that network fine-tuning and using inner layers features are the best performing strategies, with the former yielding slightly superior results. [less ▲]

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See detailSLDC: an open-source workflow for object detection in multi-gigapixel images
Mormont, Romain ULiege; Begon, Jean-Michel ULiege; Hoyoux, Renaud ULiege et al

Conference (2016, September 12)

Detailed reference viewed: 320 (59 ULiège)