Ssh V3

[Submitted on 14 Aug 2017 (v1), last revised 18 Oct 2017 (this version, v3)]
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OpenSSH is the premier connectivity tool for remote login with the SSH protocol. It encrypts all traffic to eliminate eavesdropping, connection hijacking, and other attacks. In addition, OpenSSH provides a large suite of secure tunneling capabilities, several authentication methods, and sophisticated configuration options. What is the difference between SSH protocol version vs. SFTP protocol version vs. SSH implementation version? ANSWER It is important to distinguish the Secure Shell (SSH) protocol version from the SSH File Transfer Protocol (SFTP) version, and each of these from the more granular SSH.

Abstract: We introduce the Single Stage Headless (SSH) face detector. Unlike two stageproposal-classification detectors, SSH detects faces in a single stage directlyfrom the early convolutional layers in a classification network. SSH isheadless. That is, it is able to achieve state-of-the-art results whileremoving the 'head' of its underlying classification network -- i.e. all fullyconnected layers in the VGG-16 which contains a large number of parameters.Additionally, instead of relying on an image pyramid to detect faces withvarious scales, SSH is scale-invariant by design. We simultaneously detectfaces with different scales in a single forward pass of the network, but fromdifferent layers. These properties make SSH fast and light-weight.Surprisingly, with a headless VGG-16, SSH beats the ResNet-101-basedstate-of-the-art on the WIDER dataset. Even though, unlike the currentstate-of-the-art, SSH does not use an image pyramid and is 5X faster. Moreover,if an image pyramid is deployed, our light-weight network achievesstate-of-the-art on all subsets of the WIDER dataset, improving the AP by 2.5%.SSH also reaches state-of-the-art results on the FDDB and Pascal-Faces datasetswhile using a small input size, leading to a runtime of 50 ms/image on a GPU.The code is available at this https URL.
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Submission history

From: Mahyar Najibi [view email]
[v1] Mon, 14 Aug 2017 01:12:24 UTC (5,923 KB)
[v2] Wed, 6 Sep 2017 20:04:56 UTC (5,922 KB)
[v3]Wed, 18 Oct 2017 00:07:03 UTC (5,922 KB)
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Mahyar Najibi
Pouya Samangouei
Rama Chellappa
Larry S. Davis
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