SphereEncoder2 hits SOTA pixel-space image quality with single forward pass

tomgoldsteincs · x · 2026-11-06

Tom Goldstein's team released SphereEncoder2, their 2nd-gen ImageNet model achieving SOTA image quality (FDr6 score) among all known pixel-space image generators, including diffusion models. The Sphere Encoder is a faster diffusion alternative that generates images in a single forward pass — essentially an autoencoder on steroids mapping 100k-dimensional random latent vectors directly to natural images. Sample images trained only on ImageNet-1K show impressive quality.

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