Releases: alvinwan/neural-backed-decision-trees
Releases · alvinwan/neural-backed-decision-trees
Improvements to Vis, Hierarchy, Inference Scripts
0.0.4 version bump
Initial Release
- Code release on PyPi for testing
- Includes 3 console scripts:
nbdt
,nbdt-hierarchy
,nbdt-wnids
- A number of default hierarchies and WordNet IDs for CIFAR10, CIFAR100, TinyImagenet, Imagenet
Pretrained weights
The following checkpoints were produced by training with this repository.
Includes checkpoints for the following neural networks:
- WideResNet28x10 on TinyImagenet200
- ResNet18 on CIFAR10, CIFAR100, TinyImagenet200
- ResNet10 on CIFAR10, CIFAR100
Includes checkpoints for the following NBDTs, trained with induced hierarchies:
- WideResNet28x10 on CIFAR10, CIFAR100, TinyImagenet200
- ResNet18 on CIFAR10, CIFAR100, TinyImagenet200
Includes checkpoints for the following NBDTs, trained with the wordnet hierarchy (not currently load-able using --pretrained
. Use --path-resume
instead, after downloading manually):
- WideResNet28x10 on CIFAR10
Note that we initialized with pytorchcv
's pretrained WideResNet28x10 when training NBDTs on CIFAR10 and CIFAR100.