{"id":"pixtext","slug":"pixtext","name":"PixText","orgId":"ath-maas","family":"pixtext","releaseDate":null,"availability":"announced","openWeights":true,"license":null,"paramsTotal":null,"paramsSource":null,"contextWindow":null,"knowledgeCutoff":null,"modelCardUrl":"https://modelscope.ai/models/ATH-MaaS/PixText","hfRepo":null,"modalities":["image"],"aliases":["PixText","pixtext-meanflow","pixtext-teacher","pixtext meanflow","pixtext teacher","ath-maas/pixtext"],"aliasNote":null,"origin":"tracked","tracked":{"trackedSince":"2026-10-22","announced":"2026-10-22","blurb":"A model that fixes small text inside generated images directly in pixel space: give it an image, the regions to edit and the target text, and it redraws only those regions, leaving other pixels unchanged. Two Apache 2.0 checkpoints on ModelScope: PixText-MeanFlow runs in 4 steps, PixText-Teacher in 25.","api":"none","openWeights":"yes","params":{"text":"~0.95B per checkpoint","source":"arXiv 2610.18284 (0.952B Teacher, 0.954B MeanFlow)"},"facts":[{"label":"Lab","value":"ATH-MaaS on ModelScope; paper authors from Zhejiang University and Alibaba Group"},{"label":"Weights","value":"Apache 2.0 on ModelScope (ATH-MaaS/PixText): PixText-MeanFlow and PixText-Teacher, BF16"},{"label":"Sampling","value":"MeanFlow: 4-step interval Euler; Teacher: 25-step Euler"},{"label":"Design","value":"Pixel-space generation with no VAE or text encoder; target text is given as rendered glyph images"},{"label":"API","value":"None announced"}],"claims":["Lab claim: on its own Text Refinement Bench, 83.06% glyph pass and 94.66% exact target-character OCR accuracy, versus 36.77% and 52.31% for FLUX-Text; the 4-step MeanFlow variant keeps 81.84% at under one GPU-second per image."],"sources":[{"kind":"repo","title":"PixText on ModelScope","url":"https://modelscope.ai/models/ATH-MaaS/PixText","date":"2026-10-22"},{"kind":"paper","title":"Efficient Scene-Text Refinement via Pixel-Space Grouped Image Generation (arXiv 2610.18284)","url":"https://arxiv.org/abs/2610.18284","date":"2026-10-22"},{"kind":"lab","title":"ModelScope announcement on X","url":"https://x.com/ModelScope2022/status/2113204928076247522","date":"2026-10-22"}],"firstBenchmark":null},"organization":{"id":"ath-maas","name":"ATH-MaaS","slug":"ath-maas","country":null,"url":null,"color":"#11110F","mark":"A"},"price":null,"answer":{"word":"Pending benchmarks.","scope":"Announced Oct 22, 2026; no independent results yet.","lead":"As of Oct 22, 2026, PixText is pending benchmarks on isitsota: announced Oct 22, 2026, with no independent results on the boards we track yet.","confidence":"low"},"status":"PENDING_BENCHMARKS","verdicts":[]}