DiffHuman is a probabilistic, photorealistic 3D human reconstruction method. It can predict a probability distribution of 3D human reconstructions from a single RGB image and generate multiple detailed and colorful 3D human models through iterative denoising sampling. Compared to existing deterministic methods, DiffHuman can generate more detailed reconstructions in unknown or uncertain areas. We also introduce an accelerated rendering generative network, significantly improving inference speed.