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Challenges in Electronic Roads in the Information society: Content-Based Image Retrieval and IP DiffServ ERIS UCY Y. Mylonas, C. Pattichis, A.Pitsillides, S.Panis Introduction Network Diagram The second attached postscript file Firstly two scenaria will be presented in order to show the envisaged benefits of ERIS, and then the technical infrastructure for the digital library and network will be discussed HOW DID YOU GET THE FOLLOWING RESULTS FOR SCENARIO A AND B????? IF HYPOTHETICAL THEN HOW DO YOU JUSTIFY THEM???? STATE Current infrastructure: Scenario A Client A places request to: – Search by text “akamas” – Results Presented to the Client Screen 10 images 8 audios 5 videos 10 text documents Current infrastructure: Scenario B Client D places request to: – Search by text “Limasol” – Results Presented to the Client Screen 20 images 6 audios 7 videos 12 text documents Current Infrastructure issues Some problems that the clients might run into: – Not enough bandwidth to receive all the media – Can’t search by content the multimedia library. – No Quality of Service offerred to the user. Scenario A under ERIS Client A places request to: – Search by text “akamas” – Results Presented to the Client Screen 5 images 2 audios 1 video 3 text documents Scenario B Client D places request to: – Search by text “Limasol” – Results Presented to the Client Screen 5 images 2 audios no video 12 text documents Advantages under ERIS Advantages of using ERIS are: – The media are filtered before presented to the client. – We can search by content. – There is Quality of Service based on the network status and bandwidth availability Information Unit Identifier Metadata Actual Content System Architecture Previous Stops Initial Profile User Profile (UP) Current Position (metadata) User Profile Link Generator (LG) Next IUs Lists Links (groupID) SR-2 System-based Refiner (Link) IU's Selector (IUS) SR-1 System-based Refiner (IU) IUs Lists (groupID) Links (Primary, Lateral) PUs/Page composer (PU) Presentation Unit Web Server (WS) User Agent (UA) User's next choice/link (groupID) Content-Based Image Retrieval Module CBIR – Embedded in Information Unit Selector CBIR capabilities – Search by color – Search by texture – Search by shape Content-Based Image Retrieval Extraction of features Media Resolution Video x Image x Frames/secs x Size of Media x x Audio x Voice x Text x Dublin Core Data Model Basic Metadata System Metadata – Name – Resolution – Identifier – Frames/sec – Version – Size of media – Registration – Color parameters – Language – Shape parameters – Definition – etc – Obligation – etc System-Based Refiner The System-Based Refiner filters out the no important IUs. QoS – It is used to manage the network resources more efficiently by using a set of performance characteristics Two types of QoS: – Resource reservation (integrated services) – Prioritisation (differentiated services) These QoS protocols complement each other. QoS Characteristics – Service availability – Delay – Delay variation – Throughput – Packet loos rate IP QoS Protocols ReserVation Protocol (RSVP) Differentiated Services (DiffServ) Multi Protocol Label Switching (MPLS) DiffServ • Traffic is classified at the edge router. • Uses the eight-bit IPv4 type of service (ToS) • ToS is used as a marker to signal to the routers. • ToS was renamed to DS (Differentiated Services) DiffServ • Expected to be used at the enterprise backbones and in service provider networks. CU DSCP CU=currently unused (2 bits) DSCP= Diff-Serv code point (6 bits) DSCP=101100 indicates EF (Expedited Forwarding) DSCP=000000 indicates DE (best effort) others still under study Database Archiving Tool Creates and modifies the semantic dictionary Creates the relation of the IU based on the categories. Written in Java. Images stored in JPEG format. – Different formats Thumbnail format 120x179 pixels Videos stored in MPEG-2 format Integration of CBIR and IP QoS Using the: – User Profile Proposed profile – Recorded previous steps – Network status Available Bandwidth Round-trip time delay Transfer time – The requested data – System Metadata Pre-recorded features Conclusions CBIR is needed for easier navigation and search. QoS is a necessity. IP QoS is on its way but still need a lot of work to be able to give good results. DiffServ and MPLS appears to be promising for delivering IP QoS.