Quality Enhanced Multimedia Content Delivery for Mobile Cloud with Deep Reinforcement Learning

Table 3

Encoding Videos in Different Quality Levels Based On Screen Resolutions.

Device Classes	Class 1	Class 2	Class 3	Class 4	Class 5
QL1-3840 kbps	RES<1280 × 720 > FR <30 fps>	RES<960 × 544 > FR <30 fps>	RES<800 × 448 > FR <25 fps>	RES<480 × 320 > FR <20 fps>	RES<320 × 240 > FR <20 fps>
QL2-1920 kbps	RES<800 × 448 > FR <30 fps>	RES<960 × 544 > FR <30 fps>	RES<800 × 448 > FR <25 fps>	RES<480 × 320 > FR <20 fps>	RES<320 × 240 > FR <15 fps>
QL3-960 kbps	RES<512 × 228 > FR <25 fps>	RES<592 × 366 > FR <25 fps>	RES<800 × 448 > FR <25 fps>	RES<480 × 320 > FR <20 fps>	RES<320 × 240 > FR <15 fps>
QL4-480 kbps	RES<320 × 176 > FR <20 fps>	RES<368 × 208 > FR <20 fps>	RES<480 × 272 > FR <20 fps>	RES<480 × 320 > FR <20 fps>	RES<320 × 240 > FR <15 fps>
QL5-240 kbps	RES<320 × 176 > FR <15 fps>	RES<368 × 208 > FR <15 fps>	RES<288 × 160 > FR <15 fps>	RES<300 × 200 > FR <15 fps>	RES<320 × 240 > FR <15 fps>
QL6-120 kbps	RES<320 × 176 > FR <10 fps>	RES<368 × 208 > FR <10 fps>	RES<288 × 160 > FR <10 fps>	RES<300 × 200 > FR <10 fps>	RES<320 × 240 > FR <10 fps>