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The original Alexnet is 2. Darknet is 2. So what about SqueezeNet? Sure the weights are only 4. But anyway, people are super into SqueezeNet so if you really insist on small networks, use this:. The real winner here is clearly the Darknet reference model but if you insist on wanting a small model, use Tiny Darknet.