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- Collections:
- - Name: EdgeNeXt
- Metadata:
- Training Data: ImageNet-1k
- Architecture:
- - SDTA
- - 1x1 Convolution
- - Channel Self-attention
- Paper:
- URL: https://arxiv.org/abs/2206.10589
- Title: 'EdgeNeXt: Efficiently Amalgamated CNN-Transformer Architecture for Mobile Vision Applications'
- README: configs/edgenext/README.md
- Code:
- Version: v1.0.0rc1
- URL: https://github.com/open-mmlab/mmpretrain/blob/v0.23.2/mmcls/models/backbones/edgenext.py
- Models:
- - Name: edgenext-xxsmall_3rdparty_in1k
- Metadata:
- FLOPs: 255640144
- Parameters: 1327216
- In Collection: EdgeNeXt
- Results:
- - Dataset: ImageNet-1k
- Metrics:
- Top 1 Accuracy: 71.20
- Top 5 Accuracy: 89.91
- Task: Image Classification
- Weights: https://download.openmmlab.com/mmclassification/v0/edgenext/edgenext-xxsmall_3rdparty_in1k_20220801-7ca8a81d.pth
- Config: configs/edgenext/edgenext-xxsmall_8xb256_in1k.py
- Converted From:
- Weights: https://github.com/mmaaz60/EdgeNeXt/releases/download/v1.0/edgenext_xxsmall.pth
- Code: https://github.com/mmaaz60/EdgeNeXt
- - Name: edgenext-xsmall_3rdparty_in1k
- Metadata:
- Training Data: ImageNet-1k
- FLOPs: 529970560
- Parameters: 2336804
- In Collection: EdgeNeXt
- Results:
- - Dataset: ImageNet-1k
- Metrics:
- Top 1 Accuracy: 74.86
- Top 5 Accuracy: 92.31
- Task: Image Classification
- Weights: https://download.openmmlab.com/mmclassification/v0/edgenext/edgenext-xsmall_3rdparty_in1k_20220801-974f9fe7.pth
- Config: configs/edgenext/edgenext-xsmall_8xb256_in1k.py
- Converted From:
- Weights: https://github.com/mmaaz60/EdgeNeXt/releases/download/v1.0/edgenext_xsmall.pth
- Code: https://github.com/mmaaz60/EdgeNeXt
- - Name: edgenext-small_3rdparty_in1k
- Metadata:
- Training Data: ImageNet-1k
- FLOPs: 1249788000
- Parameters: 5586832
- In Collection: EdgeNeXt
- Results:
- - Dataset: ImageNet-1k
- Metrics:
- Top 1 Accuracy: 79.41
- Top 5 Accuracy: 94.53
- Task: Image Classification
- Weights: https://download.openmmlab.com/mmclassification/v0/edgenext/edgenext-small_3rdparty_in1k_20220801-d00db5f8.pth
- Config: configs/edgenext/edgenext-small_8xb256_in1k.py
- Converted From:
- Weights: https://github.com/mmaaz60/EdgeNeXt/releases/download/v1.0/edgenext_small.pth
- Code: https://github.com/mmaaz60/EdgeNeXt
- - Name: edgenext-small-usi_3rdparty_in1k
- Metadata:
- Training Data: ImageNet-1k
- FLOPs: 1249788000
- Parameters: 5586832
- In Collection: EdgeNeXt
- Results:
- - Dataset: ImageNet-1k
- Metrics:
- Top 1 Accuracy: 81.06
- Top 5 Accuracy: 95.34
- Task: Image Classification
- Weights: https://download.openmmlab.com/mmclassification/v0/edgenext/edgenext-small_3rdparty-usi_in1k_20220801-ae6d8dd3.pth
- Config: configs/edgenext/edgenext-small_8xb256-usi_in1k.py
- Converted From:
- Weights: https://github.com/mmaaz60/EdgeNeXt/releases/download/v1.1/edgenext_small_usi.pth
- Code: https://github.com/mmaaz60/EdgeNeXt
- - Name: edgenext-base_3rdparty_in1k
- Metadata:
- Training Data: ImageNet-1k
- FLOPs: 3814395280
- Parameters: 18511292
- In Collection: EdgeNeXt
- Results:
- - Dataset: ImageNet-1k
- Metrics:
- Top 1 Accuracy: 82.48
- Top 5 Accuracy: 96.2
- Task: Image Classification
- Weights: https://download.openmmlab.com/mmclassification/v0/edgenext/edgenext-base_3rdparty_in1k_20220801-9ade408b.pth
- Config: configs/edgenext/edgenext-base_8xb256_in1k.py
- Converted From:
- Weights: https://github.com/mmaaz60/EdgeNeXt/releases/download/v1.2/edgenext_base.pth
- Code: https://github.com/mmaaz60/EdgeNeXt
- - Name: edgenext-base_3rdparty-usi_in1k
- Metadata:
- Training Data: ImageNet-1k
- FLOPs: 3814395280
- Parameters: 18511292
- In Collection: EdgeNeXt
- Results:
- - Dataset: ImageNet-1k
- Metrics:
- Top 1 Accuracy: 83.67
- Top 5 Accuracy: 96.7
- Task: Image Classification
- Weights: https://download.openmmlab.com/mmclassification/v0/edgenext/edgenext-base_3rdparty-usi_in1k_20220801-909e8939.pth
- Config: configs/edgenext/edgenext-base_8xb256-usi_in1k.py
- Converted From:
- Weights: https://github.com/mmaaz60/EdgeNeXt/releases/download/v1.2/edgenext_base_usi.pth
- Code: https://github.com/mmaaz60/EdgeNeXt
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