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Anima Image to Image Inpaint & Outpaint & Upscale [Anima Edit Lora & Extend Image Lora + Inpaint Lora + ControlNet etc.] — v1.1

Anima Edit (Apply Cosmos Reference Latent) conflicts with Apply Anima ControlNet-LLLite. Anima Edit use two frames (T=2) while LLLite only supports one frame (T=1). It seems that before 0.29.0 it did not throw error...

Sourcecivitai.com/models/2742680
TaskMultiCapabilitiesImage edit · Image to image · UpscalingFamilyAnimaVersionRelease 3099516 — animaImageToImageInpaintOutpaintUpscale_v11.jsonEstimated VRAMNot yet characterizedBgrade

Runtime profile

Access
External workflow
Status
Verified
Version
animaImageToImageInpaintOutpaintUpscale_v11.json
Source
Civitai
Updated
Oct 18, 2026

Source description

!Known Custom Nodes Conflicts!

Anima Edit (Apply Cosmos Reference Latent) conflicts with Apply Anima ControlNet-LLLite. Anima Edit use two frames (T=2) while LLLite only supports one frame (T=1). It seems that before 0.29.0 it did not throw error but only Anima Edit had effect. Don't use them together.

When Anima Edit Lora is enabled, the Apply Cosmos Reference Latent node will cause error on Tiled Diffusion. Use them seperately in two runs. (Edit, then upscale)

Artist Mix does not work well with certain Lora. Bypass it when needed. (Require loading another model and back to the one you were using.)

================================

v1.2

Fixed Anima ControlNet-LLLite node for ComfyUI v0.29.0

Added NegPip

Changes to layouts

v1.1

Added Outpaint feature

Changed Normalized Attention Guidance to Anima Normalized Attention Guidance. Separated it from subgraph. Now you can bypass it independently. It could be useful even when not using Turbo lora

v1.0

Fixed missing connections

================================

An Anima i2i Workflow to Cover Your Basic Needs

Features:

One workflow to do inpaint and edit lora.

Outpaint Anima edit lora

Quick bypass access

No messy connections. Clean and tidy. Easy to understand and customize.

Anima Sampler, an alternative to KSampler. May or may not produce better results.

ControlNet

Seed Variance Enhancer, a second dice to roll for desired outcome.

Artist Mix: Hot switch to enable/disable. Bypass the node to avoid compatibility issues. (Bypassing/Unbypassing the node requires loading another model then loading your desired model again to clean cache. I hope this will be fixed in the future)

Tiled Diffusion for high upscale factors.

Use cases: (Options to enable)

Whole image editing using Anima Edit Lora

1st - Image Edit

Image Resize (optional)

Full Image Latent

Anima Edit Lora

ControlNet (optional)

Masked inpaint:

1st - Image Edit

Image Resize (optional)

Inpaint Crop and Stitch (optional)

Inpaint Latent

Inpaint Lora

ControlNet (optional)

Upscaling:

2nd - Upscale

Full Image Latent

Upscaled by Latent/Model/RTX

ControlNet (optional)

Tiled Diffusion (optional, recommended for whenever the output is having artifacts)

Color Fix (optional)

Masked image editing using Anima Edit Lora:

1st - Image Edit

Image Resize (optional)

Inpaint Crop and Stitch (optional)

Inpaint Latent

Anima Edit Lora

Outpaint with Lora:

1st - Image Edit

Padding for Outpaint

Image Resize

Full Image Latent

Anima Edit Lora (Enable Use Outpaint Lora in the subgraph node)

Custom nodes used (not shown in "In Workflow" inside the Node Manager):

Anima Sampler: https://github.com/KeithZ117/Comfyui-anima-sampler

Anima-Artist-Mixer: https://github.com/An1X3R/Anima-Artist-Mixer

ComfyUI-Anima-NAG: https://github.com/hybskgks28275/ComfyUI-Anima-NAG

ComfyUI-Anima-LLLite: https://github.com/kohya-ss/ComfyUI-Anima-LLLite

ComfyUI-MooshieTiledDiffusion: https://github.com/Mooshieblob1/ComfyUI-MooshieTiledDiffusion

ComfyUI-KJNodes : https://github.com/kijai/ComfyUI-KJNodes

comfyui-upscale-by-model: https://github.com/cdzcj/comfyui-upscale-by-model/ (Node Manager links to wrong repository.)

Some of these may not install properly through the Node Manager, so you might need to download and place them manually into the custom nodes folder.

What you need

Model files
4.1 GiB known subtotal

Remaining hardware or download-size estimates are not available yet.

Requirements

Models

9

  • 4x-AnimeSharp.pth

    Possible

    Upscaler · Unknown

  • anima-lllite-any-test-like-v2.safetensors

    Not resolved

    ControlNet · Unknown

  • anima-lllite-inpainting-v2.safetensors

    Possible

    ControlNet · Unknown

  • AnimeEditV2.safetensors

    Possible

    LoRA · Unknown

  • Cosmos-Predict2.5-2B-base-distilled-LoRA.safetensors

    Not resolved

    LoRA · Unknown

  • Extend Image (Anima Edit) v1.safetensors

    Not resolved

    LoRA · Unknown

  • JANIMA_v10.safetensors

    Possible

    Checkpoint · 3.90 GB · Civitai · 2642932

  • qwen_3_06b_base.safetensors

    File unverified

    Text encoder · Unknown

  • qwen_image_vae.safetensors

    Not resolved

    VAE · Unknown

Node packs

2

AI-generated commentary

AI-generated explanation based on source and configuration details. Suggestions are clearly labeled.

Purpose

  • Use this Anima image-to-image workflow with an input image, and masked regions for inpainting, to edit the whole image, inpaint selected areas, extend the image outward, or upscale it, producing edited, inpainted, outpainted, or upscaled images.

Flow

  • For whole-image editing, use Image Edit, optional Image Resize, Full Image Latent, Anima Edit Lora, and optional ControlNet.

  • For masked inpainting, use optional Image Resize and Inpaint Crop and Stitch, followed by Inpaint Latent, Inpaint Lora, and optional ControlNet.

  • For outpainting, use Padding for Outpaint, Image Resize, Full Image Latent, and Anima Edit Lora; for upscaling, use a second-stage Full Image Latent with latent, model, or RTX upscaling, plus optional ControlNet, Tiled Diffusion, and Color Fix.

Inputs and outputs

  • Inputs include an image and optional Image Resize, Inpaint Crop and Stitch, ControlNet, or Padding for Outpaint; the described outputs are edited, inpainted, outpainted, or upscaled images.

Setup

  • Download version v1.1 at https://civitai.com/models/2742680?modelVersionId=3099516.

  • Some named custom nodes may not install properly through Node Manager; if that happens, download them and place them manually in the custom nodes folder.

    Suggestion · not verified

Dependencies

  • Named model files include 4x-AnimeSharp.pth, anima-lllite-any-test-like-v2.safetensors, anima-lllite-inpainting-v2.safetensors, AnimeEditV2.safetensors, and Cosmos-Predict2.5-2B-base-distilled-LoRA.safetensors.

  • Additional named model files are Extend Image (Anima Edit) v1.safetensors, JANIMA_v10.safetensors, qwen_3_06b_base.safetensors, and qwen_image_vae.safetensors.

  • The listed node packs are comfyui-image-saver 1.22.0 and comfyui-mxtoolkit 0.9.92. Other named custom nodes include Anima Sampler, Anima-Artist-Mixer, ComfyUI-Anima-NAG, ComfyUI-Anima-LLLite, ComfyUI-MooshieTiledDiffusion, ComfyUI-KJNodes, and comfyui-upscale-by-model.

Configuration

  • Optional controls include Image Resize, Inpaint Crop and Stitch, ControlNet, Tiled Diffusion, and Color Fix. Seed Variance Enhancer and quick bypass access are included, and Artist Mix can be switched on or bypassed.

  • Anima Sampler is an alternative to KSampler, and Anima Normalized Attention Guidance can be bypassed independently; it may be useful without Turbo Lora.

Cautions

  • Avoid combining Anima Edit (Apply Cosmos Reference Latent) with Apply Anima ControlNet-LLLite: their frame counts are T=2 and T=1. When Anima Edit Lora is enabled, run editing and Tiled Diffusion upscaling separately.

    Suggestion · not verified

  • Artist Mix may work poorly with certain LoRAs; if you bypass it, reload another model and then reload the desired model.

    Suggestion · not verified

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Sources

1 source
CivitaiPrimaryVersion 3099516
civitai.com/models/2742680

Verified Oct 18

Source excerpts

3 excerpts
NoteOct 18civitai.com/models/2742680

Source context: 609 downloads · Type Workflows · Base model Anima

NoteAug 5civitai.com/models/2742680

Source context: 269 downloads · Type Workflows · Base model Anima

NoteJul 16civitai.com/models/2742680

Source context: 127 downloads · Type Workflows · Base model Anima