Also I need to use a lot of full screen images (about 100 images with size 2048x1536), for Gallery for example.
I think your 2048x2048 size images use a very huge memory area. Basically, 2048 image use 16MB memory. So, this case need to use about a 1600MB memory! Normal application don't over about 200 MB.
So, I think you need to be reduce using a memory:
Remember that this texture is going to be expand 2048x2048 by unity.( http://www.opengl.org/wiki/NPOT_Texture ) So, if you are going to reduce file size to 1500x1000, your application still use 2048x2048 image. But if you can reduce file size to 1024x1024, do it. 1024 image just use 4 MB memory.
If you can use texture compression. Use it. PVRTC 4 bit ( https://docs.unity3d.com/Documentation/Manual/ReducingFilesize.html ) compression is make file size 1/8 than true color. Also memory size is going to reduce.(maybe reduced to half)
If your application don't display all images, load image dynamically. Use thumb nail.
Good luck:D