SenseTime open-sources SenseNova U1.5: 8B unified model beating GPT-Image-2 on visual reasoning

liuziwei7 · x · 2026-09-17

SenseTime released the SenseNova U1.5 technical report: an open-source 8B-MoT natively unified model that goes beyond 'seeing + drawing' into genuine capability interaction. Key points: Native MoT connects understanding and generation via shared attention; Pixel Shuffle + 3×3 spatial convolutions enable native 4K generation with stronger spatial coherence; aesthetics, OCR, infographics and editing experts are consolidated via Multi-Expert On-Policy Distillation; WISE improves 0.70→0.81 with CoT; RealUnify-GEU rises 47.5→56.3; and it scores 68.2% on VBVR-Pro-Bench visual reasoning, ahead of Nano-Banana-Pro (56.4%) and GPT-Image-2 (50.7%). Full SFT, RL and distillation training recipes are open-sourced.

Related event: SenseTime Open-Sources SenseNova U1.5, an 8B Native Unified Model(2 posts)→

Original post →

More from Models

Models channel →