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metafile.yml
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Collections:
- Name: ZSKT
Metadata:
Training Data:
- CIFAR-10
Paper:
URL: https://arxiv.org/abs/1905.09768
Title: Zero-shot Knowledge Transfer via Adversarial Belief Matching
README: configs/distill/mmcls/zskt/README.md
Converted From:
Code:
URL: https://github.com/polo5/ZeroShotKnowledgeTransfer
Models:
- Name: zskt_backbone_logits_resnet34_resnet18_8xb16_cifar10
In Collection: ZSKT
Metadata:
inference time (ms/im):
- value: 0.12
hardware: NVIDIA A100-SXM4-80GB
backend: PyTorch
batch size: 16
mode: FP32
resolution: (32, 32)
Location: backbone & logits
Student:
Config: mmcls::resnet/resnet18_8xb16_cifar10.py
Weights: https://download.openmmlab.com/mmclassification/v0/resnet/resnet18_b16x8_cifar10_20210528-bd6371c8.pth
Metrics:
Top 1 Accuracy: 94.82
Top 5 Accuracy: 99.87
Teacher:
Config: mmcls::resnet/resnet34_8xb16_cifar10.py
Weights: https://download.openmmlab.com/mmclassification/v0/resnet/resnet34_b16x8_cifar10_20210528-a8aa36a6.pth
Metrics:
Top 1 Accuracy: 95.34
Top 5 Accuracy: 99.87
Results:
- Task: Image Classification
Dataset: CIFAR-10
Metrics:
Top 1 Accuracy: 93.05
Config: configs/distill/mmcls/zskt/zskt_backbone_logits_resnet34_resnet18_8xb16_cifar10.py
Weights: https://download.openmmlab.com/mmrazor/v1/ZSKT/zskt_backbone_logits_resnet34_resnet18_8xb16_cifar10_20220823_114006-28584c2e.pth