Seems to be confirmed here in the comments:
http://blogs.technet.com/b/askperf/archive/2009/10/11/windows-7-windows-server-2008-r2-distributed-scan-management.aspx

As to the certificate issue, there are 2 kinds of certificates that can be in 
use with Distributed Scan Management - machine certificates and user 
certificates. Generally, machine certificates are used for the Distributed Scan 
Mgmt server to communicate with a WSD device that is using https. The user 
certificate is used when a user needs to connect to a device to view or manage 
it, or to connect to another Scan Server. The user certificate is not turned 
off when DSM is installed even if you say "no" to using a certificate. To take 
the user certificate out of the picture to make sure it is not causing 
problems, I recommend running the Scan Server Configuration Wizard and choosing 
to turn it off there. The wizard can be launched from the Print and Document 
Services node in the Server Manager console. Look under Advanced Tools on the 
details pane.

From: [email protected] [mailto:[email protected]] On 
Behalf Of Ken Schaefer
Sent: Friday, 9 January 2015 10:37 AM
To: [email protected]
Subject: [NTSysADM] RE: Windows Scan Management

According to http://technet.microsoft.com/en-us/library/dd871137.aspx if the 
Scan Server is running in “authenticated mode” you need to use a client cert to 
authenticate to the scan server for managing it.

My guess if you need to issue a client-authentication cert to your user account.

Cheers
Ken

From: [email protected]<mailto:[email protected]> 
[mailto:[email protected]] On Behalf Of Mayo, Bill
Sent: Friday, 9 January 2015 1:00 AM
To: [email protected]<mailto:[email protected]>
Subject: [NTSysADM] Windows Scan Management

Anybody have any experience with using Windows Distributed Scan Management? We 
installed the role(s) on a new 2012 R2 Server and are trying to test it.  
Setting up the Scan Server went fine, but when trying to setup a Scan Process, 
we are getting an error about the client certificate.  The message is: "Windows 
cannot connect to the specified scan server.  This can happen if the server 
name is incorrect, if the Distributed Scan Server service on the server is 
stopped, or if the scan server rejects the certificate used to connect to the 
server.  Check the certificate and ensure that the Distributed Scan Server 
service is Started."  There is a button in the MMC to select the client 
certificate, but it just says there are none available.  I can’t find any 
documentation on what it wants here.  The only thing I have found at all on the 
internet is this post in the TechNet Forums, where several people have the 
exact same problem, but no solutions 
(https://social.technet.microsoft.com/Forums/en-US/b93de1d0-2dc5-4edb-8659-fe0816bbd8b6/scan-managment-certificate-requirements?forum=winserverprint).

There is a server certificate for the Scan Server and that seems fine, but it 
seems that it also wants the client to have some kind of certificate.  It 
doesn’t matter if I do this from Scan Management on the same server or from a 
desktop, I get the same client certificate problem.  Any help would be greatly 
appreciated.

Bill Mayo

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