Aug 10, 2026 · Artificial Intelligence

Attention Heatmaps for Diffusion Models: Turning the Black‑Box into Explainability

This article explains how to compute and visualize attention heatmaps for text‑to‑image diffusion models, offering three complementary views (image‑to‑text, text‑to‑image, image‑to‑image), detailing the aggregation formulas, rendering process, and an interactive Flask web service that helps diagnose prompt failures and reveal model biases.

Flaskattention visualizationcross-attention

0 likes · 10 min read

Attention Heatmaps for Diffusion Models: Turning the Black‑Box into Explainability

Baobao Algorithm Notes

Jan 14, 2022 · Artificial Intelligence

Visualize Transformer Attention with BertViz: Install and Example Walkthrough

This guide introduces BertViz, an interactive visualization tool for transformer models such as BERT, GPT‑2 and T5, explains how to install it via pip along with required dependencies, and demonstrates head, model, and neuron view visualizations with code examples in Jupyter.

BertVizNLPPython

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Visualize Transformer Attention with BertViz: Install and Example Walkthrough