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Our `KernelPCA(fit_inverse_transform=True)` implements the method of:
Learning to Find Pre-Images
Neural Information Processing Systems 16 (NIPS 2003)
Jason Weston, Bernhard Schölkopf, Gökhan Bak…
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It seems that this is pretty difficult to make some grid-search on `OneClassSVM`
I wanted to search the `C` parameter with a `RandomizedSearchCV` and give the `balanced_accuracy_score`. However, `O…
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There are cases where non-tiled images are still too large for inference on the GPU. This highly depends on the available GPU memory. Implement a config value for a megapixel threshold that is used to…
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Hello,
Thanks a lot for the great work! I have been working on the novelty detection code and I am unable to find the ummon library that gets imported several times. Did you create it yourself or i…
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I think the default value for `nu` in the `OneClassSVM` should be 0.1 and not 0.5. As `nu` roughly corresponds to the fraction of outliers, it makes more sense to set it to a lower value.
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It would be great to be able to import data into Maia using the API. This way Maia could be used as a visualization device for external algorithms and would make the integration of new methods more ea…
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Hi,
This is not a bug but rather just an observation I got. It seems that Gram Matrices-based method can be pretty sensitive to image preprocessing. I trained a WRN40-2 on CIFAR-10 and directly use…
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We ran into an error shown below:
Traceback (most recent call last):
File "/media/hd/Siyu_Luan_test/PRDC_2021_Data/PRDC_2021_SUT_module/run_experiments.py", line 176, in
args.verbose, repe…
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#### Describe the workflow you want to enable
There're some special methods in sklearn estimators, e.g. `SVC.predict_proba`, it is defined like:
```
class SVCBase:
...
@property
de…
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The training dataset for Mask R-CNN is composed of 512x512px image crops. Smaller original images are not supported. Maybe change this to use the whole original image if it is smaller than 512x512px? …