12 reusable starting points
Choose the Figure You Need
Replace bracketed placeholders and scientific content, but keep the structural instructions that protect readability and meaning.
Multimodal retrieval pipeline
Two encoders, shared embedding space, hard-negative mining, and reranking.
Create a publication-ready methodology diagram for a multimodal retrieval system. Use a left-to-right reading order. Begin with separate Image Input and Text Input lanes. Route them into exact labels “Vision Encoder” and “Text Encoder”, then into a shared “Embedding Space”. Show “Hard-Negative Mining” as a training feedback loop and “Cross-Encoder Reranking” before “Ranked Results”. Use clean orthogonal arrows, generous whitespace, a white background, dark navy text, color-safe blue and amber accents, and a concise NeurIPS-style visual language. Do not invent metrics or extra modules.
Agentic RAG system
Query planning, hybrid retrieval, tool use, verification, and response synthesis.
Design an academic system architecture for an agentic retrieval-augmented generation workflow. Left-to-right flow with exact labels: “User Query”, “Planner”, “Hybrid Retriever”, “Evidence Store”, “Tool Router”, “Verifier”, and “Response Synthesizer”. Show the Verifier returning failed evidence to the Planner with one dashed feedback arrow. Keep databases visually distinct from processing modules. Use an off-white canvas, charcoal typography, muted teal for retrieval, violet for reasoning, and orange only for the verification loop. Clear conference-paper style, no decorative icons, no invented performance claims.
Diffusion training objective
Forward noising, conditional denoiser, objective, and sampling path.
Create a compact methodology figure for a conditional diffusion model. Divide the figure into “Training” and “Sampling”. In Training show clean sample x₀, timestep t, Gaussian noise ε, noisy sample xₜ, conditioning encoder c, denoiser εθ(xₜ,t,c), and the noise-prediction loss. In Sampling show xT progressing through iterative denoising to x₀. Use exact mathematical labels, consistent arrow direction, a small legend, and a restrained blue-to-purple noise gradient. White background, readable at single-column paper width, no decorative text.
Clinical study flow
Enrollment, allocation, intervention arms, follow-up, and primary outcome.
Create a journal-ready graphical abstract for a randomized clinical study. Use exact stages “Screened”, “Eligible”, “Randomized”, two parallel intervention arms, “12-week Follow-up”, and “Primary Outcome”. Include editable-looking count placeholders such as “n = [ ]” rather than inventing values. Use clear participant flow, accessible green and blue arms, neutral exclusions, concise labels, and enough whitespace for later text edits. Do not include patient faces or decorative medical imagery.
Scientific illustration16:9Self-healing hydrogel mechanism
Damage, dynamic bond exchange, recovery, and a molecular inset.
Build a three-stage scientific graphical abstract for a self-healing hydrogel: “Damage”, “Dynamic Bond Reformation”, and “Recovered Network”. Show a cracked bulk material, a magnified molecular inset with reversible bonds reconnecting, and a restored sample with a concise “Strength Recovery” callout. Use restrained cyan and coral accents, white background, consistent molecular symbols, journal-ready spacing, and no invented percentages.
Scientific illustration4:3Cell signaling pathway
Ligand binding, membrane receptor, kinase cascade, and transcription response.
Create a clear cell-signaling pathway diagram. Show extracellular ligand L binding membrane receptor R, activation of K1 and K2 in sequence, nuclear translocation of TF, and target-gene transcription. Use exact labels “L”, “R”, “K1”, “K2”, “TF”, and “Target genes”. Visually separate extracellular, cytoplasmic, and nuclear compartments. Use distinct activation arrows and inhibitory bars, a small symbol legend, color-safe palette, white background, and no additional proteins.
Polish a hand-drawn architecture
Preserve topology while improving alignment, type, color, and arrow routing.
Polish the uploaded hand-drawn system architecture into a publication-ready figure. Preserve every node, label, connection, grouping, and arrow direction exactly. Do not add or remove modules. Align nodes to a clear grid, replace rough lines with clean orthogonal connectors, resolve overlapping arrows, use consistent corner radii and typography, and apply a restrained navy, blue, and warm-yellow palette on white. Keep all text verbatim and leave generous margins.
Restyle without changing meaning
A safe editing brief for an existing draft that must retain topology and labels.
Restyle the uploaded academic figure while preserving its scientific content. Keep every label verbatim, preserve the number and position of panels, retain every connection and arrow direction, and do not alter plotted values. Improve only typography, spacing, line weight, color accessibility, and visual hierarchy. Use a clean journal style on white with dark text and one restrained accent color. Return a single figure without a decorative frame.
Research taxonomy tree
A balanced hierarchy for a survey paper or related-work section.
Create a balanced taxonomy diagram for a survey paper. Root label: “[Research Field]”. Use three first-level branches with placeholders “[Category A]”, “[Category B]”, and “[Category C]”, each with three evenly spaced second-level methods. Use bracket-like connectors, consistent node widths, a strict top-down hierarchy, white background, crisp dark typography, subtle branch colors, and no icons. Make placeholder labels easy to replace later.
Scientific illustration16:9Experimental setup schematic
Equipment, sample path, sensors, and measurement flow with an inset.
Draw a clean experimental setup schematic for a paper. Left-to-right sequence: source, collimator, sample chamber, detector, signal amplifier, and acquisition computer. Include one magnified inset of the sample chamber and a dashed line for the control signal. Use precise technical line art, exact component labels, consistent arrow conventions, restrained blue accents, white background, and no decorative laboratory scene.
Conference poster overview panel
A visual summary panel with problem, method, evidence, and takeaway.
Create one conference-poster overview panel with four clearly separated zones: “Problem”, “Method”, “Evidence”, and “Takeaway”. Use concise placeholder text, a central methodology flow, one small chart placeholder, and a high-contrast takeaway box. Make the hierarchy readable from a distance, use an accessible navy, teal, and yellow palette, avoid gradients, and do not invent claims or values.
Paper visual abstract
Context, intervention, mechanism, and outcome in one scan path.
Create a graphical abstract with a single left-to-right scan path. Panel 1: context and unresolved problem. Panel 2: proposed intervention or method. Panel 3: mechanism of action. Panel 4: measured outcome with placeholders rather than invented values. Use short exact headings, a unified icon language, accessible colors, strong alignment, white background, and enough empty space for final copyediting.
