💥码住！用 Codex 秘密研发的视觉版 Jev 开源了！让你的AI看图秒识概率！
This is a dev post classified by Jev as AI dev tools (a tool drop), kept by the Dev Radar because it carries real work, not commentary.
💥码住！用 Codex 秘密研发的视觉版 Jev 开源了！让你的AI看图秒识概率！ 不是让模型“看图说话”，而是：一张图只编码一次，直接对一组概率问题给分布。 左边是红的概率？两物体同色的概率？同时为红的概率？ 换遮挡更少的图，还能看视觉证据变多后判断怎么变。 主要亮点 🔹共享编码打出约 24×：32 题 1.41ms vs 逐题重编码 33.70ms 🔹Oxford-IIIT Pet 品种分类 93.24% ± 0.14（冻结 DINOv2-small + 线性头） 🔹公开 8,192 张合成图、宠物照、CLEVR-4 未见颜色/形状组合实验 🔹全套教程 + 完整代码 + 可下载权重 + 三组随机种子和失败案例 🔹研究版：预定义类别/事件；合成场景需额外先验。独立实现，与 TypeSafe 无隶属 关键操作步骤 1️⃣git clone https://github.com/IamBusy/OpenJev-Vision.git 2️⃣uv sync --frozen --extra vision --extra dev 3️⃣uv run --no-sync openjev-vision download（公开图再加 --backbone） 4️⃣数据：generate 合成场景 / prepare-public 宠物与 CLEVR-4 5️⃣训练：train 或 tr
Posted by SuSu_酥酥👅 (15.6k followers) 23 h ago · 72 likes · 32.4k views · view the original post on X. Kept by the Dev Radar as AI dev tools. Tools mentioned: openjev-vision.git, openjev-vision.
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