Image Model Blocks

Image Model Blocks are building blocks used in image models such as convolutional neural networks. Below you can find a continuously updating list of image model blocks.

METHOD YEAR PAPERS
Residual Block
2015 1109
Bottleneck Residual Block
2015 873
Dense Block
2016 207
Inception Module
2014 127
ResNeXt Block
2016 91
Squeeze-and-Excitation Block
2017 83
Spatial Transformer
2015 72
Fire Module
2016 55
Inception-v3 Module
2015 53
Non-Local Block
2017 46
Wide Residual Block
2016 24
Spatial Attention Module
2018 23
ShuffleNet Block
2017 22
Hourglass Module
2016 20
SRGAN Residual Block
2016 16
Reduction-A
2016 16
ENet Bottleneck
2016 15
ENet Dilated Bottleneck
2016 15
ENet Initial Block
2016 15
ShuffleNet V2 Block
2018 14
ESP
2018 12
Channel Attention Module
2018 11
Inception-ResNet-v2 Reduction-B
2016 10
Inception-ResNet-v2-A
2016 10
Inception-ResNet-v2-C
2016 10
Inception-ResNet-v2-B
2016 10
ShuffleNet V2 Downsampling Block
2018 9
Inception-A
2016 8
Inception-B
2016 8
Reduction-B
2016 8
Inception-C
2016 8
DPN Block
2017 7
Pyramidal Bottleneck Residual Unit
2000 7
Pyramidal Residual Unit
2016 7
Fractal Block
2016 6
Dilated Bottleneck with Projection Block
2018 4
Dilated Bottleneck Block
2018 4
SqueezeNeXt Block
2018 3
Two-Way Dense Layer
2018 3
Selective Kernel
2019 3
Big-Little Module
2018 3
One-Shot Aggregation
2019 3
FBNet Block
2018 3
DVD-GAN DBlock
2019 2
Res2Net Block
2019 2
CSPResNeXt Block
2019 2
Efficient Channel Attention
2019 2
Global Context Block
2019 2
DVD-GAN GBlock
2019 2
Elastic Dense Block
2018 2
Style-based Recalibration Module
2019 2
NVAE Generative Residual Cell
2020 1
Compact Global Descriptor
2019 1
Scale Aggregation Block
2019 1
DimFuse
2019 1
Residual SRM
2019 1
DiCE Unit
2019 1
Strided EESP
2018 1
EESP
2018 1
CornerNet-Squeeze Hourglass Module
2019 1
Effective Squeeze-and-Excitation Block
2019 1
NVAE Encoder Residual Cell
2020 1
Spatial Group-wise Enhance
2019 1
Ghost Module
2019 1
Ghost Bottleneck
2019 1
Depthwise Fire Module
2019 1
CBAM
2018 1
Elastic ResNeXt Block
2018 1
Split Attention
2020 1
OSA (identity mapping + eSE)
2019 1
Multiscale Dilated Convolution Block
2016 1
Harmonic Block
2020 1