ClothOff persists as one of the most resilient, technically sophisticated, and morally polarizing AI “nudify” platforms still fully operational and widely used in 2026. It draws on some of the most advanced publicly accessible generative AI pipelines — predominantly extremely fine-tuned latent diffusion models augmented with adversarial refinement stages, multi-scale perceptual losses, custom inpainting modules, and sophisticated post-processing chains — to remove clothing from user-uploaded photographs or short video clips in seconds. The resulting nudes routinely achieve a level of photorealism that many users and critics describe as profoundly disturbing: hyper-accurate skin micro-textures, pores, and fine hairs, realistic subsurface scattering and translucency, believable soft-tissue deformation, jiggle, and muscle ripple during motion in videos, shadow and highlight mapping that perfectly matches the original scene lighting and environment, seamless fabric-to-skin transition gradients without haloing or edge artifacts, anatomically coherent muscle/fat distribution even under extreme body-type modifications, natural-looking posture and limb adjustments that preserve the subject’s original pose intent while eliminating visible clothing remnants, and convincing integration of the undressed body into the background without visible seams, color mismatches, or lighting discontinuities.