Hopefully you see something like this: data/dog.jpg: Predicted in 0.160994 seconds. darknet classify cfg/tiny.cfg tiny.weights data/dog.jpg Here's how to use it in Darknet (and also how to install Darknet): git clone The real winner here is clearly the Darknet reference model but if you insist on wanting a small model, use Tiny Darknet. Alexnet was a great first pass at classification but we shouldn't be stuck back in the days when networks this bad are also this slow!īut anyway, people are super into SqueezeNet so if you really insist on small networks, use this: Tiny Darknet Model So what about SqueezeNet? Sure the weights are only 4.8 MB but a forward pass is still 2.2 billion operations. Darknet is 2.9 times faster and it's small and it's 4% more accurate.
When most high quality images are 10MB or more why do we care if our models are 5 MB or 50 MB? If you want a small model that's actually FAST, why not check out the Darknet reference network? It's only 28 MB but more importantly, it's only 800 million floating point operations. SqueezeNet is cool but it's JUST optimizing for parameter count. “It is so sinister to see him there nursing the youngster when the world now knows his terrible secrets and crimes.I've heard a lot of people talking about SqueezeNet. “That was when the little girl fell asleep on his knee. “After a long day we boarded the plane in Orlando and went back to Palm Beach,” added the source. The group ate in a restaurant with two of Epstein’s associates they had met at the park and stayed “until late in the evening” watching the Disney parade, a water show and fireworks. The group never had to be in line for a ride – we went to the front of the line each time.” The recently emerged pictures show Epstein reclining in a large brown leather plane seat. “We were given a VIP tour of the park and someone was escorting us around from ride to ride. Febru8:47AM New images have emerged showing paedophile Jeffrey Epstein cuddling a sleeping young girl on his private jet in 2004. “We all boarded the jet after leaving his home in Palm Beach and then we took the short plane ride to Orlando where we were picked up and taken to Disney World,” they said. The source revealed how Epstein spared no expense for the Disney World trip.
Prosecutors had alleged that Epstein used his private planes – including the Boeing 727 dubbed the ‘Lolita Express’ – to transport his sex trafficking victims between his residences and locations including New Mexico, Paris and the US Virgin Islands. Ten-year-old child model Thylane Lena-Rose Blondeau has caused outrage in the US after her photo shoot for French magazine Cadeaux was deemed inappropriate and too provocative for her a child her age.
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