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pretrained computer vision models

SHOW HN2016

deep learning models

Set of trained deep learning models for computer vision

#pretrained models #keras #image classification #computer vision #model weights

Shown by fchollet on Aug 6, 2016. Click the card to turn it over.

127points

15comments

#281of 2,264 in 2016

Top 13%of 2016 by points

How HN took it

QuietFewer than 5 comments about the project

0 positive, 3 neutral or asking, 0 mixed, 0 critical, out of 3 comments about the project.

The thread, comment by comment

Each row is a top-level comment and its replies, in HN's order. Select a cell to open that comment on HN.

positive neutral or mixed critical about another commenter or something else the maker

What HN said

Objections

Licensing of the model weights is unclear
From 3 comments
- Are you allowed to redistribute the models under the MIT License?
  minimaxir on HN
- Don't take my word for it, but actually as far as I know both in the US and EU data (including model weights) can't be copyrighted.
  ma2rten on HN
- Even if this might be true, including a license of some kind is really a best practice at this point. Something like a Creative Commons license is probably more appropriate than…
  cmrx64 on HN

Requests

Clearer licensing information for the weights
From 2 comments
- Even if this might be true, including a license of some kind is really a best practice at this point. Something like a Creative Commons license is probably more appropriate than…
  cmrx64 on HN
- The code is under the MIT license, not the weights. The weights are under their respective licenses. The weights are not included in the git tree and are thus not covered by the…
  fchollet on HN
Support for fine-tuning on new image datasets
From 2 comments
- Can the classify images example be modified to train on other (new) images. For example, images of screenshots to identify elements that are in the images (such as: word…
  Omnipresent on HN
- Yes, you can use these models for fine-tuning (or feature extraction) on a new dataset. This tutorial would be a good place to start (esp. sections 2 and 3):…
  fchollet on HN
A registry for loading and sharing models
From 2 comments
- Question: Does anyone know of a library for loading models/weights from a registry of some sort?
  chris_va on HN
- Well, this is fairly manual. More like: my_model = registry.get("tensorflow://github.com/asdf/models/imagine/latest") ... my_model.push("...")
  chris_va on HN

Questions

Can the models be redistributed under MIT?
From 1 comment
- Are you allowed to redistribute the models under the MIT License?
  minimaxir on HN

Alternatives named

Caffe Model Zoo
From 1 comment
- Caffenet also offers a set of pre-trained models in their "model zoo": https://github.com/BVLC/caffe/wiki/Model-Zoo
  terhechte on HN
spaCy Sputnik
From 1 comment
- You mean something like this: https://github.com/spacy-io/sputnik ?
  elyase on HN