In this paper we design a new family of biorthogonal wavelet transforms that are based on polynomial and discrete splines. The wavelet transforms are constructed from various types of interpolatory and quasi-interpolatory splines. The transforms use finite and infinite impulse response filters and are implemented in a fast lifting mode. We analyze properties of the generated wavelets. We describe successful applications of the designed transforms to still image compression.