Networked device identification and classification
A method of identifying network devices such as a router includes accessing an HTTP server on at least one network device, and evaluating a web page served by the device's HTTP server. The web page is evaluated to determine whether it is similar to a page group from a plurality of page groups, where each of the plurality of page groups comprises a group of web pages similar to other pages in the page group. If the evaluated web page is determined similar to a page group, the page group most similar to the evaluated web page is identified as corresponding to the identity of the network device.
1. A method of identifying network devices, comprising:
accessing an HTTP server on at least one network device;
evaluating a web page served by the HTTP server of the at least one network device, wherein evaluating the web page comprises dividing the web page into one or more tokens using one or more separation characters and hashing the one or more tokens to generate a frequency vector;
determining whether the evaluated web page is similar to a page group from a plurality of page groups, each of the plurality of page groups comprising a group of web pages similar to other pages in the page group; and
if the evaluated web page is determined similar to a page group, providing an output based on the page group most similar to the evaluated web page.
2. The method of identifying network devices of claim 1 , wherein the output based on the page group most similar to the evaluated web page comprises an identity of the at least one network device.
3. The method of identifying network devices of claim 1 , wherein evaluating a web page served by the HTTP server of the at least one network device comprises evaluating a user login page served by the HTTP server.
4. The method of identifying network devices of claim 1 , wherein evaluating a web page served by the HTTP server of the at least one network device comprises evaluating a home page served by the HTTP server.
5. The method of identifying network devices of claim 1 , wherein the one or more separation characters comprise one or more of “=”, “<”, “>”, and “ ”.
6. The method of identifying network devices of claim 1 , further comprising generating a local sensitivity hash from one or more frequency vectors.
7. The method of identifying network devices of claim 6 , wherein determining whether the evaluated web page is similar to a page group from a plurality of page groups comprises comparing one or more local sensitivity hashes derived from the evaluated page to one or more local sensitivity hashes derived from pages in each of the plurality of page groups.
8. The method of identifying network devices of claim 1 , wherein dividing the web page into one or more tokens comprises searching the web page for one or more known strings.
9. The method of identifying network devices of claim 8 , wherein the one or more known strings comprise at least one of device manufacturer, device name, model name, and firmware version.
10. A method of generating page groups of similar network devices, comprising:
accessing an HTTP server on a network device;
evaluating a web page served by the HTTP server of the network device, wherein evaluating the web page comprises dividing the web page into one or more tokens using one or more separation characters and hashing the one or more tokens to generate a frequency vector;
determining whether the evaluated web page is similar to a page group from one or more page groups if such one or more page groups exist, each of the plurality of page groups comprising a group of web pages similar to other pages in the page group; and
if the evaluated web page is determined similar to an existing page group, adding the network device to the page group; and
if the evaluated web page is determined not similar to an existing page group, adding the network device to a new page group.
11. The method of generating page groups of similar network devices of claim 10 , wherein evaluating a web page served by the HTTP server of the network device comprises evaluating a user login page or a home page served by the HTTP server.
12. The method of generating page groups of similar network devices of claim 10 , further comprising generating a local sensitivity hash from one or more frequency vectors.
13. The method of generating page groups of similar network devices of claim 12 , wherein determining whether the evaluated web page is similar to an existing page group from a plurality of page groups comprises comparing one or more local sensitivity hashes derived from the evaluated page to one or more local sensitivity hashes derived from pages in each of the plurality of existing page groups.
14. The method of generating page groups of similar network devices of claim 10 , wherein dividing the web page into one or more tokens comprises searching the web page for one or more known strings.
15. The method of generating page groups of similar network devices of claim 14 , wherein the one or more known strings comprise at least one of device manufacturer, device name, model name, and firmware version.