xiexinch / backbones

Backbones implemented at pytorch-image-model

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backbone pretrain dataset paper download
CaiT ImageNet 1k Going deeper with Image Transformers weights
CoaT ImageNet 1k Co-Scale Conv-Attentional Image Transformers weights
ConViT ImageNet 1k ConViT: Improving Vision Transformers with Soft Convolutional Inductive Biases weights
CSPNet ImageNet 1k CSPNET: A NEW BACKBONE THAT CAN ENHANCE LEARNING CAPABILITY OF CNN cspresnet50
DenseNet ImageNet 1k weights
dla60_res2net ImageNet 1k DLA Res2Net dla60_res2net
DPN ImageNet 1k Dual Path Networks weights
EfficientNet ImageNet 1k/21k EfficientNet-V2 tf_efficientnetv2_s_in21k
GhostNet ImageNet 1k GhostNet ghostnet_100 CVPR 2020
gluon_resnet ImageNet 1k weights
HRNet ImageNet 1k Deep High-Resolution Representation Learning for Visual Recognition weights TPAMI
MLP-Mixer ImageNet 1k/21k MLP-Mixer: An all-MLP Architecture for Vision weights
MobileNet V3 ImageNet 1k/21k Searching for MobileNetV3 weights ICCV 2019
NFNet, NF-RegNet, NF-ResNet ImageNet 1k Characterizing signal propagation to close the performance gap in unnormalized ResNets weights ICLR 2021
PiT ImageNet 1k Rethinking Spatial Dimensions of Vision Transformers weights
RegNet ImageNet 1k Designing Network Design Spaces weights CVPR 2020
Res2Net,Res2NeXt ImageNet 1k Res2Net weights IEEE TPAMI 2021
ResNeSt ImageNet 1k ResNeSt: Split-Attention Networks weights
ResNet
ResNet v2 ImageNet 1k/21k weights
ReXNet Rethinking Channel Dimensions for Efficient Model Design weights CVPR 2021
Selective Kernel Networks (ResNet base) ImageNet 1k Compounding the Performance Improvements of Assembled Techniques in a Convolutional Neural Network weights
Swin Transformer ImageNet 1k/21k Swin Transformer: Hierarchical Vision Transformer using Shifted Windows weights
Transformer in Transformer ImageNet 1k Transformer in Transformer weights
TResNet ImageNet 1k/21k TResNet: High Performance GPU-Dedicated Architecture weights
Twins ImageNet 1k Twins: Revisiting the Design of Spatial Attention in Vision Transformers weights
ViT ImageNet 1k/21k
Vit-Hybrid ImageNet 1k/21k weights

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Backbones implemented at pytorch-image-model