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AI image generation struggles with character consistency in ComfyUI

A user is facing significant challenges in maintaining character consistency across multiple AI-generated images for illustrated stories. Despite using tools like ComfyUI, SDXL, Flux, and IP-Adapter, they are experiencing identity and anatomical drift, particularly in different poses and outfit changes. The user has attempted various methods, including training custom LoRAs and using reference conditioning, but has not yet achieved a stable workflow for consistent character representation, even with SFW benchmark images. AI

IMPACT Highlights ongoing challenges in achieving consistent character identity in AI image generation workflows.

RANK_REASON User is discussing challenges and seeking advice on AI image generation techniques, rather than reporting a new release or event.

Read on r/StableDiffusion →

AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

AI image generation struggles with character consistency in ComfyUI

How we ranked this

Signal score
0 / 100
Composite score across the factors below. Higher = stronger signal that this story matters right now.
Newsworthiness bucket
Commentary
User is discussing challenges and seeking advice on AI image generation techniques, rather than reporting a new release or event.
Source corroboration
Single-source cluster
Only one publisher covered this so far. Single-source stories can still rank when the publisher is high-authority, but they lack cross-source corroboration.
Topics
product, other
Editorial topic classification. Feeds into how the story surfaces on /topic/<slug> hub pages and into the per-entity coverage mix.
AI-industry relevance
High
Clearly on-topic for AI-industry coverage.
Story freshness
3 days old
Aged out of breaking-news scoring windows; ranking reflects the durable signal from the full source set.

Full methodology in our editorial standards.

COVERAGE [1]

  1. r/StableDiffusion TIER_2 English(EN) · /u/hotcoupleS4 ·

    Months of character-identity drift in ComfyUI: SDXL/FLUX LoRAs, IP-Adapter and reference editing — what would you change?

    <!-- SC_OFF --><div class="md"><p>I've spent months trying to build a repeatable local workflow for original characters in illustrated stories. I need the <em>same person</em> to remain recognizable across many CGs: different camera angles, poses, expressions, outfits, lighting a…