Using image textures in CUDA

I am writing a rendering engine. I have multiple objects on a scene and I need to texture them.
What is the best way of storing and using texture data? I hoped that I could use cudaBindTextureToArray and similar functions, but unfortunately arrays of textures are not supported.
I need to use multiple textures, but I don’t need filtering. Any suggestions?