In 2015 a team of researchers from Microsoft won the ImageNet contest with a network of 152 layers.
How many parameters did their model have?
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The number of parameters is 60,344,232, according to:
Although, from https://arxiv.org/pdf/1512.03385.pdf (page 6), it looks like an ensemble was used for ILSVRC 2015:
"We combine six models of different depth to form an ensemble (only with two 152-layer ones at the time of submitting). This leads to 3.57% top-5 error on the test set (Table 5). This entry won the 1st place in ILSVRC 2015."