donglaiw / mNeuron

mNeuron: A Matlab Plugin to Visualize Neurons from Convolutional Neural Network (CNN)

Features:

• Result: Visualization Page, arxiv
• Support models from caffe (June 2016) and matconvnet (1.0-beta12, May 2015)

(caffe support: AlexNet/VGG-16/NIN/GoogleNet; matconvet support: AlexNet)

Download Pre-train Models:

• link and put under models/
• Edit param_init.m: caffe/matcaffe location

Demos:

1. Visualize single neurons from CNN model:

2. Edit and run: V_neuronInv.m

3. Image Completion

4. Download object topics link and put under data/fc7-topic/

5. Edit and run: V_inpaint.m

6. Feature Inversion, same as deep-goggle

7. Edit and run: V_featInv.m

Under Construction

1. Visualize Intra-class variation
2. Visualize hierarchical binary CNN code

Update

• 2016.11: bug fixed
• 2016.08: code organization
  • update caffe version to June 2016
  • add links to compatible CNN models
• 2016.04: add object insertion
  • object insertion (V_app_inpaint.m)
• 2015.07: initial release
  • support caffe (July 2015) and matconvnet (1.0-beta12, May 2015)
  • single neuron visualization (V_neuron_single.m)

Acknowledgement

The code is heavily based on aravindhm's deep-goggle