SqueezeNet 1.1 pre-trained models (PTMs) are being falsely advertised as SqueezeNet 1.0.
Below is an image of squeezenet1.1-7.onnx visualized with netron.app.
This PTM matches the SqueezeNet 1.1 architecture proposed in the SqueezeNet GitHub repository. As can be seen in the image below, the PTM correctly has 64 3x3 kernels in the first conv layer.
SqueezeNet 1.0 has a distinct architecture as can be seen in Table 1 of the paper that proposed SqueezeNet 1.0. However, the SqueezeNet 1.0 PTMs advertised by this repository are all SqueezeNet 1.1. For example, squeezenet1.0-3.onnx is visualized below.
It looks identical to the visualization of the SqueezeNet 1.1 PTM! In other words, all the SqueezeNet 1.0 PTMs incorrectly implement the SqueezeNet 1.1 architecture. This is the case for the following PTMs:
squeezenet1.0-3.onnx
squeezenet1.0-6.onnx
squeezenet1.0-7.onnx
squeezenet1.0-8.onnx
squeezenet1.0-9.onnx
squeezenet1.0-12.onnx
The implications of this is that an engineer might switch to the SqueezeNet 1.1 PTM from the SqueezeNet 1.0 PTM expecting a decrease in latency (fewer FLOPs) only to find out that they have been using SqueezeNet 1.1 all along. Even more concerning, researchers using these PTMs will have incorrect results/findings.
Reproduction instructions
Download the SqueezeNet PTMs and visualize them on netron.app.
Bug Report
Which model does this pertain to?
SqueezeNet 1.0 and SqueezeNet 1.1
Describe the bug
SqueezeNet 1.1 pre-trained models (PTMs) are being falsely advertised as SqueezeNet 1.0. Below is an image of
This PTM matches the SqueezeNet 1.1 architecture proposed in the SqueezeNet GitHub repository. As can be seen in the image below, the PTM correctly has 64 3x3 kernels in the first conv layer.
SqueezeNet 1.0 has a distinct architecture as can be seen in Table 1 of the paper that proposed SqueezeNet 1.0. However, the SqueezeNet 1.0 PTMs advertised by this repository are all SqueezeNet 1.1. For example, 
It looks identical to the visualization of the SqueezeNet 1.1 PTM! In other words, all the SqueezeNet 1.0 PTMs incorrectly implement the SqueezeNet 1.1 architecture. This is the case for the following PTMs:
squeezenet1.1-7.onnxvisualized with netron.app.squeezenet1.0-3.onnxis visualized below.squeezenet1.0-3.onnxsqueezenet1.0-6.onnxsqueezenet1.0-7.onnxsqueezenet1.0-8.onnxsqueezenet1.0-9.onnxsqueezenet1.0-12.onnxThe implications of this is that an engineer might switch to the SqueezeNet 1.1 PTM from the SqueezeNet 1.0 PTM expecting a decrease in latency (fewer FLOPs) only to find out that they have been using SqueezeNet 1.1 all along. Even more concerning, researchers using these PTMs will have incorrect results/findings.
Reproduction instructions
Download the SqueezeNet PTMs and visualize them on netron.app.