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metafile.yml
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Collections:
- Name: WSLD
Metadata:
Training Data:
- ImageNet-1k
Paper:
URL: https://arxiv.org/abs/2102.00650
Title: Rethinking Soft Labels for Knowledge Distillation:A Bias-Variance Tradeoff Perspective
README: configs/distill/wsld/README.md
Code:
URL: https://github.com/open-mmlab/mmrazor/blob/v0.1.0/mmrazor/models/losses/weighted_soft_label_distillation.py
Version: v0.1.0
Converted From:
Code: https://github.com/bellymonster/Weighted-Soft-Label-Distillation
Models:
- Name: wsld_cls_head_resnet34_resnet18_8xb32_in1k
In Collection: WSLD
Metadata:
Location: cls head
Student: R-18
Teacher: R-34
Teacher Checkpoint: https://download.openmmlab.com/mmclassification/v0/resnet/resnet50_8xb32_in1k_20210831-ea4938fc.pth
Results:
- Task: Image Classification
Dataset: ImageNet-1k
Metrics:
Top 1 Accuracy: 71.54
Top 1 Accuracy:(S): 69.90
Top 1 Accuracy:(T): 73.62
Config: configs/distill/wsld/wsld_cls_head_resnet34_resnet18_8xb32_in1k.py
Weights: https://download.openmmlab.com/mmrazor/v0.1/distill/wsld/wsld_cls_head_resnet34_resnet18_8xb32_in1k/wsld_cls_head_resnet34_resnet18_8xb32_in1k_acc-71.54_20211222-91f28cf6.pth