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lines changed Original file line number Diff line number Diff line change @@ -33,7 +33,7 @@ A more exciting view (with pretty pictures) of the models within `timm` can be f
3333## DLA
3434
3535* Implementation: [ dla.py] ( https://github.com/rwightman/pytorch-image-models/blob/master/timm/models/dla.py )
36- * Paper: https://arxiv.org/abs/1707.06484
36+ * Paper: ` Deep Layer Aggregation ` - https://arxiv.org/abs/1707.06484
3737* Code: https://github.com/ucbdrive/dla
3838
3939## Dual-Path Networks
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7878## NASNet-A
7979
8080* Implementation: [ nasnet.py] ( https://github.com/rwightman/pytorch-image-models/blob/master/timm/models/nasnet.py )
81- * Papers : ` Learning Transferable Architectures for Scalable Image Recognition ` - https://arxiv.org/abs/1707.07012
81+ * Paper : ` Learning Transferable Architectures for Scalable Image Recognition ` - https://arxiv.org/abs/1707.07012
8282* Code: https://github.com/Cadene/pretrained-models.pytorch
8383* Reference code: https://github.com/tensorflow/models/tree/master/research/slim/nets/nasnet
8484
8585## PNasNet-5
8686
8787* Implementation: [ pnasnet.py] ( https://github.com/rwightman/pytorch-image-models/blob/master/timm/models/pnasnet.py )
88- * Papers : ` Progressive Neural Architecture Search ` - https://arxiv.org/abs/1712.00559
88+ * Paper : ` Progressive Neural Architecture Search ` - https://arxiv.org/abs/1712.00559
8989* Code: https://github.com/Cadene/pretrained-models.pytorch
9090* Reference code: https://github.com/tensorflow/models/tree/master/research/slim/nets/nasnet
9191
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