On-device research index

arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

169,051 papers · 148 categories

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2 results for “CoordConv”

An Intriguing Failing of Convolutional Neural Networks and the CoordConv Solutioncs.CV

Convolutional networks fail on coordinate transformations, a CoordConv solution improves performance.

problem Convolutional networks fail on coordinate transformations.

method CoordConv, a solution that gives convolution access to its own input coordinates.

result CoordConv improves performance on various tasks, including GANs, Faster R-CNN, and Atari games.

Convolutional Networks Coordinate Transform CoordConv Pixel Mapping Translation Invariance

2018-07-09abs ↗pdf ↗

Automatic salt deposits segmentation: A deep learning approachcs.LG

Deep learning improves salt deposits segmentation in seismic data.

problem Segmenting salt deposits in seismic reflection data for hydrocarbon exploration.

method A novel deep learning approach combining U-Net with ResNeXt-50 encoder, Spatial-Channel Squeeze & Excitation, Lovasz loss, CoordConv, and Hypercolumn methods.

result Achieved 27th place in Kaggle competition for salt deposits segmentation.

salt deposits seismic reflection hydrocarbon exploration deep learning U-Net

2018-11-21abs ↗pdf ↗