Canon ELPH 350 HS has a
20.0MP 1/2.3 (6.17 x 4.55 mm ) sized BSI-CMOS sensor and features DIGIC 4+ processor. On the other hand, Canon ELPH 310 HS has a
12.0MP 1/2.3-inch (6.17 x 4.55 mm ) sized BSI-CMOS sensor .
Canon ELPH 350 HS's sensor provides 8MP more than Canon ELPH 310 HS's sensor, which gives a significant advantage in real life. You can print your images larger or crop more freely.
On the other hand, please keep in mind that Max sensor resolution is not the only determinant of resolving power. Factors such as the optical elements, low pass filter, pixel size and sensor technology also affects the final resolution of the captured image.
Below you can see the 350 HS and ELPH 310 HS sensor size comparison.
Canon ELPH 350 HS and Canon ELPH 310 HS have the same sensor sizes so they will provide same level of control over the depth of field when used with same focal length and aperture. On the other hand, since Canon ELPH 310 HS has 68% larger pixel area (2.34µm2 vs 1.39µm2) compared to Canon ELPH 350 HS, it has larger pixel area to collect light hence potential to have less noise in low light / High ISO images.