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Academic Figure Prompt

ligphidonk/academic-figure-generator
926 stars
Summary

This generates extremely detailed English prompts for AI image tools to create academic paper figures in the style of top-tier conferences like CVPR or NeurIPS. It walks you through understanding your paper content, analyzing reference figures if you have them, and then forces you to pick a color scheme from eight presets (Okabe-Ito, Navy+Coral, minimal grayscale, etc.) before writing anything. The prompts it creates are intentionally verbose and information-dense, covering every module, arrow, dimension label, and embedded thumbnail because the goal is precision over brevity. It's built for framework diagrams, architecture figures, and pipeline flowcharts where you need to pack in a lot of technical detail without looking like generic AI art. The color palette enforcement is smart since that's usually what separates a real paper figure from something that screams "made with Midjourney."

Install to Claude Code

npx -y skills add ligphidonk/academic-figure-generator --skill "Academic Figure Prompt" --agent claude-code

Installs into .claude/skills of the current project.

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SKILL.mdView on GitHub

Academic Figure Prompt — 学术论文配图提示词生成器

为学术论文生成极其详细的英文提示词,供 AI 图片生成工具(NanoBanana / Gemini / Midjourney / DALL-E)生成顶会级别的专业学术配图。

核心理念

生成的提示词必须做到三点:信息密度极高、视觉风格精确、内容完整无遗漏。

宁可提示词过长过详细,也绝不能简化省略。学术配图的价值在于精准传达复杂信息,而非美观简洁。

工作流程

Step 1: 理解论文内容

在生成提示词之前,必须先充分理解论文内容:

  1. 阅读用户提供的论文/章节源文件(LaTeX、Word、PDF 等)
  2. 提取每个章节的核心概念、方法、模型架构、数据流
  3. 识别所有需要配图的位置及其内容需求
  4. 理解论文中的数学符号、变量含义、维度信息

Step 2: 分析参考图(如有)

如果用户提供了参考图,必须详细分析:

分析维度提取内容
配色方案主色、辅色、强调色的精确色值(如 #3A8F85)
布局结构流向(左→右 / 上→下)、分区方式、层次关系
模块样式框的形状、边框粗细、填充色、圆角大小
标注方式标题栏样式、公式标注、维度标注、箭头类型
信息密度每个模块内的子细节数量、嵌入缩略图的使用方式
特殊元素反馈环路、虚线框、跳接箭头、图例位置

Step 2.5: 配色方案选择(必须在生成提示词前完成)

在生成任何提示词之前,必须先向用户展示配色选项并等待确认。

展示以下内容:


请选择配色方案(输入编号或自定义):

#方案名风格定位主色辅色点缀色
AOkabe-Ito 学术标准Nature / Science / CVPR 推荐,色盲友好Steel Blue #0072B2Warm Orange #E69F00Bluish Green #009E73
BBlue 单色系克制、模块详解图适用Navy #0072B2Medium Blue #4A90D9Light Blue #A0C4E8
CTeal + Amber现代感强,ICLR / NeurIPS 风Deep Teal #00897BAmber #FFB300Soft Grey #ECEFF1
DNavy + Coral沉稳大气,IEEE 期刊风Deep Navy #1A3A5CCoral #E05A47Warm Sand #F5ECD7
ESlate + Violet优雅冷调,医学 / 生物信息学风Slate Blue #3F51B5Muted Violet #7E57C2Pale Lavender #EDE7F6
FForest + Gold厚重学术感,自然科学期刊风Forest Green #2E7D32Gold #C49A00Cream #F9F6EE
GMinimal Grey极简灰度 + 单一强调色,arXiv 技术报告风Charcoal #263238Steel #546E7A单一强调(用户指定)
H自定义由用户提供色值或从下方工具选取———

如需自定义配色,推荐以下工具:

  • Coolors — 随机生成 + 锁定调整,导出色板:https://coolors.co
  • ColorHunt — 精选高质量色板,支持标签筛选:https://colorhunt.co
  • Adobe Color — 色轮 + 互补/类比/三分配色生成:https://color.adobe.com/create
  • ColorBrewer — 专为学术数据可视化设计,支持色盲安全验证:https://colorbrewer2.org
  • Viz Palette — 专为数据可视化配色,实时模拟色盲效果:https://projects.susielu.com/viz-palette
  • Paletton — 色相环驱动配色方案设计器:https://paletton.com

提示:选好颜色后,直接把主色/辅色/点缀色的 hex 值告诉我即可(如 主色 #2E7D32,辅色 #C49A00)。


等待用户选择后,再进入 Step 3 生成提示词。

如果用户已在初始请求中明确指定了配色(如"用蓝绿配色"、"参考我的参考图"),则跳过此步骤直接进入 Step 3。

Step 3: 生成提示词

按照下方的「提示词结构模板」为每张图生成提示词。


提示词结构模板

每个提示词必须包含以下 四个层次,缺一不可:

层次 1: 全局描述(Global Description)

开头一段话,概括整张图的类型、主题和整体布局。

A highly detailed, information-dense academic paper [类型] diagram in the style of
top-tier [目标会议] publications. The diagram illustrates [主题概述], arranged as
[布局描述: e.g., "a rich multi-stage left-to-right pipeline with multiple parallel
pathways, embedded thumbnail visualizations, and dense annotations"].

类型词汇表:

  • architecture / framework / pipeline / flowchart / comparison / ablation
  • network architecture / module detail / data flow / system overview

层次 2: 分区详细描述(Section-by-Section Description)

用 === SECTION NAME === 格式分隔每个区域。每个区域内部必须包含:

元素要求示例
背景面板极浅色填充 + 色值very faint grey #F7F7F7 background panel
节标签small-caps 文字 + 细灰分割线small-caps Steel Blue label "ENCODER"
模块框白色填充 + 彩色/灰色边框white rounded-rectangle box with Steel Blue border
子结构每个模块内部的组件containing three parallel branches...
嵌入缩略图模块内的小型单色可视化a small monochrome FFT spectrum bar chart thumbnail
公式标注LaTeX 风格公式with formula "HT = 1/(1 + d/d₀)"
维度标注张量/向量维度labeled "X ∈ R^(120×6)"
连接箭头箭头类型和标签thin arrow labeled "30-step predicted trajectory"

关键原则:每个模块框内部都必须有子内容。不允许出现空白占位框。

层次 3: 全局标注(Global Annotations)

  • 维度标注沿主要箭头:"R^(120×6)", "R^(30×6)", "R^14", "R^5"
  • 反馈环路(如有):dashed feedback arrow from output back to input
  • 图例(如有):legend box in bottom-right corner
  • 跨区域连接:skip connection dashed arrow from Stage 1 to Stage 3

层次 4: 风格规格(Style Specifications)

每个提示词末尾必须附加完整的风格描述,将选定方案的色值填入。


配色方案色值表

用户在 Step 2.5 中选定方案后,从下方取对应色值填入提示词末尾的 STYLE SPECIFICATIONS。

方案 A: Okabe-Ito 学术标准(默认)

元素色值用途
主色Steel Blue #0072B2核心模块边框、节标签、主箭头
辅色Warm Orange #E69F00次要模块边框、替代高亮
点缀色Bluish Green #009E73输出/结果模块(极少量)
警告色Vermillion #D55E00关键高亮/警告(极少量)
模块填充Pure White #FFFFFF所有内容框
区域背景Faint Grey #F7F7F7大区域分组
标准边框Light Grey #CCCCCC普通框体(1px)
正文字色Charcoal #333333所有标签
箭头/线条Dark Grey #4D4D4D连接线
次要注释Medium Grey #666666标注文字

方案 B: Blue 单色系

元素色值用途
强调/标签Navy #0072B2关键模块边框、节标签
主要边框Medium Blue #4A90D9主流程模块
次要边框Light Blue #A0C4E8次要/辅助模块
区域背景Pale Blue #EBF3FA大区域分组
模块填充Pure White #FFFFFF所有内容框
中性/箭头Grey #999999连接线、次要标注
正文字色Charcoal #333333所有标签

方案 C: Teal + Amber

元素色值用途
主色Deep Teal #00897B核心模块边框、节标签
辅色Amber #FFB300次要模块边框、强调
区域背景Soft Grey-Blue #ECEFF1大区域分组
模块填充Pure White #FFFFFF所有内容框
标准边框Light Grey #CFD8DC普通框体
正文字色Dark Slate #263238所有标签
箭头/线条Medium Grey #607D8B连接线
次要注释Grey #90A4AE标注文字

方案 D: Navy + Coral

元素色值用途
主色Deep Navy #1A3A5C核心模块边框、节标签
辅色Coral #E05A47强调模块、关键路径
点缀色Warm Sand #D4A96A输出/结果模块(极少量)
区域背景Ivory #F9F6EE大区域分组
模块填充Pure White #FFFFFF所有内容框
标准边框Light Warm Grey #D4C5B0普通框体
正文字色Dark Slate #1A3A5C所有标签
箭头/线条Medium Grey #7A8A99连接线

方案 E: Slate + Violet

元素色值用途
主色Indigo #3F51B5核心模块边框、节标签
辅色Muted Violet #7E57C2次要模块边框
点缀色Teal Accent #26A69A输出/结果模块(极少量)
区域背景Pale Lavender #EDE7F6大区域分组
模块填充Pure White #FFFFFF所有内容框
标准边框Light Purple Grey #C5CAE9普通框体
正文字色Deep Indigo #1A237E所有标签
箭头/线条Medium Grey #7986CB连接线

方案 F: Forest + Gold

元素色值用途
主色Forest Green #2E7D32核心模块边框、节标签
辅色Antique Gold #C49A00次要模块边框、强调
区域背景Warm Cream #F9F6EE大区域分组
模块填充Pure White #FFFFFF所有内容框
标准边框Sage #A5D6A7普通框体
正文字色Dark Forest #1B5E20所有标签
箭头/线条Warm Grey #795548连接线

方案 G: Minimal Grey + 单一强调色

元素色值用途
强调色(可替换)Steel Blue #0072B2仅用于最核心的 1-2 个模块边框
深灰Charcoal #263238节标签、正文字色
中深灰Slate #546E7A主要边框、箭头
中灰Medium Grey #90A4AE次要边框
浅灰Light Grey #ECEFF1区域背景
模块填充Pure White #FFFFFF所有内容框
标准边框Grey #B0BEC5普通框体

方案 H: 用户自定义

从参考图中提取,或使用调色工具选定色值后,按如下格式告知:

主色:#XXXXXX(核心模块边框/节标签)
辅色:#XXXXXX(次要模块/强调)
点缀色:#XXXXXX(输出结果,可选)
背景:#XXXXXX(区域分组背景,建议极浅)
文字:#XXXXXX(建议深色)

配色禁忌(避免 AI 生图感)

禁止做法替代做法
4-5 种彩色背景面板白色为主 + 极浅灰分组
高饱和度 Header Banner Bar小号 small-caps 文字标签 + 灰色分割线
每个模块不同颜色填充纯白填充 + 仅边框用色
彩色缩略图单色灰度或仅用 2 色
5+ 种颜色同时出现最多 3 种色彩 + 灰色系
彩虹/渐变效果纯色、扁平、无渐变

图片类型专用模板

类型 1: 总体框架图(Overall Framework)

结构: [输入] → [阶段1] → [阶段2] → ... → [输出]
要求:
- 各阶段用 small-caps 文字标签 + 细灰色分割线(不用彩色背景面板)
- 核心模块用主色边框,次要模块用辅色边框,普通模块用 Grey 边框
- 所有模块白色填充,无彩色填充
- 阶段间箭头标注数据维度和含义
- 每个阶段内展示 2-4 个子模块,子模块内嵌入单色缩略图
- 底部或顶部添加反馈/跳接连接(灰色虚线)

类型 2: 网络架构图(Network Architecture)

结构: [输入层] → [编码器堆叠] → [核心模块(并行分支)] → [输出头]
要求:
- 并行分支用不同边框色区分,内部均为白色填充
- 每个分支内标注操作名称 + 单色缩略图
- 残差连接用灰色虚线弧形箭头
- 维度标注在每层转换处(灰色小字)
- 重复层用 "×N" 灰色虚线框标识

类型 3: 模块详解图(Module Detail)

结构: [输入] → [操作1] → [中间表示] → [操作2] → [输出]
要求:
- 每步操作用白色独立框,关键操作用主色边框,次要用 Grey 边框
- 中间表示用单色灰度缩略图可视化(频谱图、热力图等)
- 跳接/残差连接用灰色虚线
- 公式标注在对应操作框旁(灰色小字)

类型 4: 对比/消融图(Comparison / Ablation)

结构: N 列并排,每列一个变体
要求:
- 共享的基础结构用相同灰色边框
- 差异部分用主色或辅色边框高亮 + 灰色虚线框标出
- 每列顶部标注变体名称(small-caps)
- 底部可添加性能指标对比条(仅用主色 + 辅色 + Grey)

类型 5: 数据/行为模板图(Data / Behavior Patterns)

结构: 1×N 网格,每格一个类别
要求:
- 每格为白色框 + 细灰色边框,顶部标签用主色小字
- 格内嵌入该类别的单色/双色典型可视化(轨迹、波形等)
- 用主色 / 辅色区分正面/负面类别(如有对比语义)
- 关键特征用文字标签
- 底部共享坐标轴(如有)

缩略图词汇表(Thumbnail Vocabulary)

数据类型缩略图描述
时间序列a small time-series waveform thumbnail
频率谱a small frequency spectrum bar chart thumbnail
注意力图a small monochrome attention heatmap grid thumbnail
轨迹a small 3D orbital trajectory curve thumbnail
概率分布a small probability distribution bar chart thumbnail
决策树a small decision tree branching diagram thumbnail
混淆矩阵a small confusion matrix heatmap thumbnail
网络节点a small neural network layer diagram thumbnail
特征向量a small horizontal feature vector bar visualization
散点图a small scatter plot with cluster coloring thumbnail
感受野a progressively larger receptive field grid icon
卷积核a small convolution filter kernel grid thumbnail
梯度流a small gradient flow direction arrow diagram
损失曲线a small training loss convergence curve thumbnail
ROC 曲线a small ROC curve with AUC shading thumbnail
图像样本a small example image/photo thumbnail
点云a small 3D point cloud visualization thumbnail
热力图a small spatial heatmap overlay thumbnail

质量检查清单

生成每个提示词后,对照以下清单自检:

  • 信息密度:每个模块框内都有子内容(子框、缩略图、公式),没有空白框
  • 色彩克制:仅使用 2-3 种色彩,无多余颜色
  • 白色主导:≥70% 面积为白色/近白色,无彩色背景面板
  • 边框而非填充:模块用白色填充 + 彩色/灰色细边框,而非彩色填充
  • 分区方式:用 small-caps 文字标签 + 灰色分割线,不用彩色 banner bar
  • 维度标注:所有主要数据流箭头上都标注了维度(如 R^(N×D))
  • 公式标注:关键操作旁有对应数学公式
  • 缩略图嵌入:至少 50% 的模块内嵌入了单色/双色缩略可视化
  • 完整性:论文中描述的所有组件都在图中体现,无遗漏
  • 连接清晰:并行路径、残差连接、反馈环路都有明确描述
  • 风格规格:末尾包含完整的 STYLE SPECIFICATIONS 段落(含色值约束和禁止项)
  • 无简化:没有用 "..." 或 "etc." 省略任何内容
  • 灰度测试:描述确保图片在黑白打印时仍可完整阅读

输出格式

每个提示词用 markdown 代码块包裹:

### 图 X.Y — [中文图名]

适用类型:[框架图/架构图/模块图/对比图/模板图]
配色方案:[已选方案名]
推荐分辨率:[建议的宽高比,如 16:9, 3:2]

​```
[完整英文提示词]
​```

注意事项

  1. 提示词语言:提示词本身必须为英文,说明文字用中文
  2. 长度不限:宁长勿短,信息密度是第一优先级
  3. 领域自适应:根据论文领域(CV、NLP、Robotics、医学等)调整缩略图和图标选择
  4. 参考图优先:如果用户提供了参考图,配色和布局以参考图为准,覆盖预设方案
  5. 批量生成:当用户要求为整篇论文生成配图时,按章节组织,并给出优先级建议
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