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alt.freeweights.image / FireRed-Image-Edit-1.0
From: FireRedTeam <huggingface.co/FireRedTeam>Newsgroups: alt.freeweights.imageSubject:

FireRed-Image-Edit-1.0

Date: 2026-11-15Commit: 0aea9d5Signed: 2DC28CC7B26A283B ✓

Image to image model with 20.4B parameters. Safetensors weights, 57.7 GB in all. Published by FireRedTeam under Apache-2.0.

20.4B params57.7GBFireRed-Image-Edit-1.0safetensorspermissive
FactsParams20.4BSize57.7 GBFormatssafetensorsTaskimage to imageLicenseApache-2.0From sourcepermissive
$ fw get FireRedTeam/FireRed-Image-Edit-1.0
# manifest sha256 76f6707a5bac… · 57.7 GB · 39 files
$ fw verify ./FireRed-Image-Edit-1.0 FireRedTeam/FireRed-Image-Edit-1.0
From sourceHosted (signed)FireRedTeam/FireRed-Image-Edit-1.0Last check: 2026-11-15 02:34 UTC
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Overview

Size
57.7 GB
Weights
57.7 GB (safetensors)
Parameters
20.4B
Formats
safetensors
Task
image to image
License
Apache-2.0 (permissive)
Files
39, each with a sha256
Publisher
FireRedTeam
Added
2026-11-15
Section
alt.freeweights.image
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From sourcehuggingface.co2026-11-15 02:34 UTCpassed

Model card

From the publisher at commit 0aea9d5. Shown as plain text with links; images open at the publisher.

Image: image

Hugging Face Hugging Face Model Demo

🤗 HuggingFace | 🖥️ Demo | 📄 Technical Report

Image: image

🔥 FireRed-Image-Edit#

FireRed-Image-Edit is a general-purpose image editing model that delivers high-fidelity and consistent editing across a wide range of scenarios.

✨ Key Features#

  • Strong Editing Performance: FireRed-Image-Edit delivers leading open-source results with accurate instruction following, high image quality, and consistent visual coherence.
  • Native Editing Capability: Built directly from text-to-image foundation model and endowed with editing capabilities.
  • Text Style Preservation: Maintains text styles with high fidelity, achieving performance comparable to closed-source solutions.
  • Photo Restoration: High-quality old photo restoration and enhancement.
  • Multi-Image Editing: Flexible editing of multiple images such as virtual try-on.

📰 News#

  • 2026.02.14: We released FireRed-Image-Edit-1.0 model weights. Check more details in the Model Zoo section.
  • 2026.02.10: We released the Technical Report of FireRed-Image-Edit-1.0.

🎨 Showcase#

Some real outputs produced by FireRed-Image-Edit across genearl editing.

Image: image

🗂️ Model Zoo#

| Models | Task | Description | Download Link

| FireRed-Image-Edit-1.0 | Image-Editing | General-purpose image editing model | 🤗&nbsp;HuggingFace

| FireRed-Image-Edit-1.0-Distilled | Image-Editing | Distilled version of FireRed-Image-Edit-1.0 for faster inference | To be released

| FireRed-Image | Text-to-Image | High-quality text-to-image generation model | To be released

🏗️ Model Architecture#

Image: image

⚡️ Quick Start#

  1. Install the latest version of diffusers
pip install git+https://github.com/huggingface/diffusers
  1. Use the following code snippets to generate or edit images.
python inference.py \
    --input_image ./examples/edit_example.png \
    --prompt "在书本封面Python的下方，添加一行英文文字2nd Edition" \
    --output_image output_edit.png \
    --seed 43

📊 Benchmark#

To better validate the capabilities of our model, we propose a benchmark called REDEdit-Bench. Our main goal is to build more diverse scenarios and editing instructions that better align with human language, enabling a more comprehensive evaluation of current editing models. We collected over 3,000 images from the internet, and after careful expert-designed selection, we constructed 1,673 bilingual (Chinese–English) editing pairs across 15 categories.

Inference and Evaluation Code#

We provide the inference and evaluation code for REDEdit-Bench. Please refer to the redbench_infer.py and redbench_eval.py scripts in the src/tools directory for more details.

Benchmark Distribution#

The REDEdit-Bench dataset will be available soon.

Results on ImgEdit#

| Model | Overall ↑ | Add | Adjust | Extract | Replace | Remove | BG | Style | Hybrid | Action

| 🔹 Proprietary Models

| Nano-Banana | 4.29 | 4.62 | 4.41 | 3.68 | 4.34 | 4.39 | 4.40 | 4.18 | 3.72 | 4.83

| Seedream4.0 | 4.30 | 4.33 | 4.38 | 3.89 | 4.65 | 4.57 | 4.35 | 4.22 | 3.71 | 4.61

| Seedream4.5 | 4.32 | 4.57 | 4.65 | 2.97 | 4.66 | 4.46 | 4.37 | 4.92 | 3.71 | 4.56

| Nano-Banana-Pro | 4.37 | 4.44 | 4.62 | 3.42 | 4.60 | 4.63 | 4.32 | 4.97 | 3.64 | 4.69

| 🔹 Open-source Models

| FLUX.1 Kontext [Dev] | 3.71 | 3.99 | 3.88 | 2.19 | 4.27 | 3.13 | 3.98 | 4.51 | 3.23 | 4.18

| Step1X-Edit-v1.2 | 3.95 | 3.91 | 4.04 | 2.68 | 4.48 | 4.26 | 3.90 | 4.82 | 3.23 | 4.22

| Qwen-Image-Edit-2509 | 4.31 | 4.34 | 4.27 | 3.42 | 4.73 | 4.36 | 4.37 | 4.91 | 3.56 | 4.80

| FLUX.2 [Dev] | 4.35 | 4.50 | 4.18 | 3.83 | 4.65 | 4.65 | 4.31 | 4.88 | 3.46 | 4.70

| LongCat-Image-Edit | 4.45 | 4.44 | 4.53 | 3.83 | 4.80 | 4.60 | 4.33 | 4.92 | 3.75 | 4.82

| Qwen-Image-Edit-2511 | 4.51 | 4.54 | 4.57 | 4.13 | 4.70 | 4.46 | 4.36 | 4.89 | 4.16 | 4.81

| FireRed-Image-Edit | 4.56 | 4.55 | 4.66 | 4.34 | 4.75 | 4.58 | 4.45 | 4.97 | 4.07 | 4.71

Results on GEdit (official public benchmark)#

| Model | G_SC ↑ (EN) | G_PQ ↑ (EN) | G_O ↑ (EN) | G_SC ↑ (CN) | G_PQ ↑ (CN) | G_O ↑ (CN)

| 🔹 Proprietary Models

| Nano-Banana | 7.396 | 8.454 | 7.291 | 7.540 | 8.424 | 7.399

| Seedream4.0 | 8.143 | 8.124 | 7.701 | 8.159 | 8.074 | 7.692

| Nano-Banana-Pro | 8.102 | 8.344 | 7.738 | 8.135 | 8.306 | 7.799

| Seedream4.5 | 8.268 | 8.167 | 7.820 | 8.254 | 8.167 | 7.800

| 🔹 Open-source Models

| FLUX.2 [Dev] | 7.835 | 8.064 | 7.413 | 7.697 | 8.046 | 7.278

| Qwen-Image-Edit-2509 | 7.974 | 7.714 | 7.480 | 7.988 | 7.679 | 7.467

| Step1X-Edit-v1.2 | 7.974 | 7.714 | 7.480 | 7.988 | 7.679 | 7.467

| Longcat-Image-Edit | 8.128 | 8.177 | 7.748 | 8.141 | 8.117 | 7.731

| Qwen-Image-Edit-2511 | 8.297 | 8.202 | 7.877 | 8.252 | 8.134 | 7.819

| FireRed-Image-Edit | 8.363 | 8.245 | 7.943 | 8.287 | 8.227 | 7.887

Results on REDEdit-Bench-CN (General Dimensions)#

| Model | Overall | Add | Adjust | BG | Beauty | Color | Compose | Extract | Portrait | Low-level | Motion | Remove | Replace | Stylize | Text | Viewpoint

| 🔹 Proprietary Models

| Seedream4.0 | 4.15 | 4.55 | 4.11 | 4.61 | 3.83 | 4.14 | 4.16 | 2.48 | 4.77 | 4.17 | 4.68 | 4.02 | 4.53 | 4.94 | 3.94 | 3.29

| Seedream4.5 | 4.18 | 4.58 | 4.09 | 4.57 | 3.97 | 4.12 | 4.05 | 2.56 | 4.80 | 3.99 | 4.78 | 4.12 | 4.53 | 4.94 | 4.07 | 3.53

| Nano-Banana | 4.13 | 4.66 | 4.26 | 4.63 | 4.37 | 4.13 | 3.94 | 3.17 | 4.83 | 4.05 | 4.75 | 4.07 | 4.74 | 3.63 | 3.69 | 3.09

| Nano-Banana-Pro | 4.48 | 4.66 | 4.41 | 4.58 | 4.35 | 4.58 | 4.36 | 3.42 | 4.86 | 4.46 | 4.91 | 4.54 | 4.79 | 4.85 | 4.69 | 3.75

| 🔹 Open-source Models

| Qwen-Image-Edit-2509 | 4.00 | 4.45 | 4.04 | 4.48 | 3.36 | 4.20 | 3.92 | 2.64 | 4.16 | 3.52 | 4.66 | 4.27 | 4.66 | 4.81 | 3.53 | 3.32

| FLUX.2 [Dev] | 4.05 | 4.31 | 3.88 | 4.57 | 3.80 | 3.91 | 3.85 | 2.47 | 4.50 | 4.43 | 4.68 | 3.50 | 4.47 | 4.95 | 3.53 | 3.88

| Longcat-Image-Edit | 4.12 | 4.34 | 4.25 | 4.54 | 3.72 | 4.12 | 3.92 | 2.48 | 4.49 | 4.31 | 4.67 | 4.27 | 4.61 | 4.94 | 3.83 | 3.30

| Qwen-Image-Edit-2511 | 4.18 | 4.50 | 4.23 | 4.52 | 3.61 | 4.09 | 4.00 | 3.22 | 4.31 | 4.19 | 4.66 | 4.41 | 4.68 | 4.83 | 4.08 | 3.51

| FireRed-Image-Edit | 4.33 | 4.57 | 4.37 | 4.64 | 3.69 | 4.45 | 4.29 | 3.49 | 4.50 | 4.56 | 4.65 | 4.47 | 4.81 | 4.93 | 4.49 | 3.14

Results on REDEdit-Bench-EN (General dimensions)#

| Model | Overall | Add | Adjust | BG | Beauty | Color | Compose | Extract | Portrait | Low-level | Motion | Remove | Replace | Stylize | Text | Viewpoint

| 🔹 Proprietary Models

| Nano-Banana | 4.15 | 4.65 | 4.23 | 4.60 | 4.37 | 4.08 | 3.98 | 3.39 | 4.72 | 4.03 | 4.63 | 4.07 | 4.68 | 3.68 | 3.87 | 3.23

| Seedream4.0 | 4.18 | 4.59 | 4.12 | 4.63 | 3.89 | 4.10 | 4.14 | 2.28 | 4.77 | 4.12 | 4.73 | 4.23 | 4.56 | 4.98 | 4.21 | 3.42

| Seedream4.5 | 4.20 | 4.66 | 4.08 | 4.64 | 4.12 | 4.07 | 4.10 | 2.23 | 4.74 | 4.28 | 4.75 | 4.24 | 4.58 | 4.97 | 4.20 | 3.44

| Nano-Banana-Pro | 4.42 | 4.72 | 4.40 | 4.64 | 4.37 | 4.43 | 4.32 | 3.25 | 4.82 | 4.36 | 4.85 | 4.52 | 4.75 | 4.90 | 4.54 | 3.51

| 🔹 Open-source Models

| Qwen-Image-Edit-2509 | 3.99 | 4.47 | 4.06 | 4.49 | 3.13 | 3.98 | 3.85 | 2.91 | 4.30 | 3.71 | 4.58 | 4.40 | 4.67 | 4.77

The publisher's README is longer; it is cut here. Read the rest at the source.

Files

39 files · 57.7 GBWeights 57.7 GB (safetensors). Sizes and sha256 from the signed manifest.
Show all 39 files with their sha256
FileSizesha256
.gitattributes1.18 KB18b8c72034c9600715450d2fb8947e57b2794f9b5213b31649760bcc82864f41
README.md72.0 KBc7514eeb4ab9ed3d1b36db06ac84a6c5ccbab7d15c9044f8610a0853a0947765
assets/architecture.png1.02 MBdeec5bf77065272ddfc4dd81a0b012526032c0e67a92f9bbd7356da77aea7f3a
assets/logo.png224 KBf62889edf930245dbc59c8b1deed104b694e6cabaeb085c5ec628774c33b7495
assets/showcase.png3.42 MBbe26bc858c82e5f9c5d9a9d763db3f51ec27729de50e4929b0d0669b9225360a
assets/teaser.png5.57 MB46d32dfa5de1f8596e0137693aca72daa0771727677b51dddefea0bc1cf67048
model_index.json516 B5ba11ceee68457ad6a48b899b8c9493e347f4685e11e5eeca952a13f16549e35
processor/added_tokens.json605 B58b54bbe36fc752f79a24a271ef66a0a0830054b4dfad94bde757d851968060b
processor/chat_template.jinja1.02 KBa0bc6f6fc7a29a80017a433e8f03a1cc1236e838a944a2d034295a60c4f2fddb
processor/merges.txt1.67 MB8831e4f1a044471340f7c0a83d7bd71306a5b867e95fd870f74d0c5308a904d5
processor/preprocessor_config.json826 Be98b81513c5d03209ac71194b3cd5303b90956097ffdb9e2aa64d6d1a13ae74e
processor/special_tokens_map.json613 B76862e765266b85aa9459767e33cbaf13970f327a0e88d1c65846c2ddd3a1ecd
processor/tokenizer.json11.4 MB9c5ae00e602b8860cbd784ba82a8aa14e8feecec692e7076590d014d7b7fdafa
processor/tokenizer_config.json4.73 KB1b20115c83f30580a8c0fc330f47fad9222dccd4f739fe2d48e62ee93d28ac19
processor/video_preprocessor_config.json952 B099e0fbc1eb2fc67be2e318fa29e67efedeb55a34c669838e14bbcbfcea26da3
processor/vocab.json2.78 MBca10d7e9fb3ed18575dd1e277a2579c16d108e32f27439684afa0e10b1440910
scheduler/scheduler_config.json485 B7ee767e37bae4af31d4eb935e125bb20a2237eeecafd22af6610093865c6f587
text_encoder/config.json3.08 KBe1ee4dbaaf6b90c103c11a11c2b6a6eedd23ee814b65c9c71e7236c38773a8d5
text_encoder/generation_config.json244 B50867494bddf9ddc8e289e6214be5a2263e68f16c127a3652c6eb9f17990e5d9
text_encoder/model-00001-of-00004.safetensors4.97 GBd725335e4ea2399be706469e4b8807716a8fa64bd03468252e9f7acf2415fee4
text_encoder/model-00002-of-00004.safetensors4.99 GBb1830db6908dcc76df3a71492acbcf2b8cac130114cf1f3c2d9edae8de8c6de3
text_encoder/model-00003-of-00004.safetensors4.93 GB09c1807c6d00d7cab94f7db39d4c02ebb8537225ccde383861ac48db97945aa6
text_encoder/model-00004-of-00004.safetensors1.69 GB5dd068336d14d45ffb43cef374d286cc6ba9d8741b028f90a7d040d847961f4a
text_encoder/model.safetensors.index.json57.7 KB4be35310ddc165e46e88de4c3fec8c1210014b0b8717f4544d82cc740814ae0c
tokenizer/added_tokens.json605 B58b54bbe36fc752f79a24a271ef66a0a0830054b4dfad94bde757d851968060b
tokenizer/chat_template.jinja2.43 KB44d5f08f3f72b837eaad09f13a54c1f9f4eb58d75240334548b7fd52a5437fa5
tokenizer/merges.txt1.67 MB8831e4f1a044471340f7c0a83d7bd71306a5b867e95fd870f74d0c5308a904d5
tokenizer/special_tokens_map.json613 B76862e765266b85aa9459767e33cbaf13970f327a0e88d1c65846c2ddd3a1ecd
tokenizer/tokenizer_config.json4.69 KB0a04a9d7d4a62b28482bdfe726c122756de85714fb64166ace92ae75b8f57614
tokenizer/vocab.json3.38 MB87a257b04b17642a0688c98cd1df89c398bda4fee532d6f88b38a659ecb4ac8d
transformer/config.json339 B247c94f9b923a7d6b6035ca76d27b556bd0efd1a8c7672f31f037644fcce340e
transformer/diffusion_pytorch_model-00001-of-00005.safetensors9.97 GBe04e3ec3cb1123b7f4bd4363a861ec1416e91b22eac7742f3227e724ecae41ea
transformer/diffusion_pytorch_model-00002-of-00005.safetensors9.99 GB56ef87d97f4ea50135074079066a0dc67ca257b5a8a8b273ecff629fd9a6b879
transformer/diffusion_pytorch_model-00003-of-00005.safetensors9.99 GB1426c424894f36dec1829e79591a241ae029df2ef3b0ecfe76b205249dc12c95
transformer/diffusion_pytorch_model-00004-of-00005.safetensors9.93 GBf770a8769373ac4cff82303ef5de032a9337473a797df2e4d49851375a575880
transformer/diffusion_pytorch_model-00005-of-00005.safetensors982 MB50388f3b1e7881cadf901db4e3f04db8d3408bd19b88e76c52e20d5e38679d57
transformer/diffusion_pytorch_model.safetensors.index.json199 KB034f003b74493730e1c595b2e23232e99d9e28bcef3b4c10c56d1b53eee4b435
vae/config.json730 Bc448160dba5ce79c965cb075ee02e18d1c42eb6424f787e5869790d577b56a65
vae/diffusion_pytorch_model.safetensors254 MB0c8bc8b758c649abef9ea407b95408389a3b2f610d0d10fcb054fe171d0a8344
VersionsEach time the pinned upstream commit or file list changed in this repo. Newest first.
Upstream commitDateContents
0aea9d520c pinned now2026-11-15 02:34 UTC39 files · 57.7 GB

Use it

$ fw get FireRedTeam/FireRed-Image-Edit-1.0
# manifest sha256 76f6707a5bac… · 57.7 GB · 39 files
$ fw verify ./FireRed-Image-Edit-1.0 FireRedTeam/FireRed-Image-Edit-1.0
fw.pyChecks the signature and every sha256, tries each source in order, resumes.
$ python3 fw.py get https://freeweights.allternit.com/manifests/FireRedTeam/FireRed-Image-Edit-1.0.json --dir ./FireRed-Image-Edit-1.0 $ python3 fw.py verify ./FireRed-Image-Edit-1.0 ./FireRedTeam__FireRed-Image-Edit-1.0.json
hfThe Hugging Face CLI with one setting. Same repo id.
$ HF_ENDPOINT=https://freeweights.allternit.com hf download FireRedTeam/FireRed-Image-Edit-1.0 --revision 0aea9d520c801c9f4b691cc92f736a7a8628e6a2 --local-dir ./FireRed-Image-Edit-1.0
diffusersRun the pipeline with diffusers.
import os os.environ["HF_ENDPOINT"] = "https://freeweights.allternit.com" from diffusers import DiffusionPipeline pipe = DiffusionPipeline.from_pretrained("FireRedTeam/FireRed-Image-Edit-1.0", revision="0aea9d520c801c9f4b691cc92f736a7a8628e6a2")
Packaged for ComfyUI. Most image, video and music models run in ComfyUI . Check the publisher's page for the workflow. Freeweights does not host it.
Run at home

License

Name
Apache License 2.0
Id
Apache-2.0
Class
Permissive
Redistribution
yes
Listing
Hosted (signed)
Decided
License as declared by the publisher. No person read it. 2026-11-15
Text in
README.md
Text sha256
c7514eeb4ab9ed3d1b36db06ac84a6c5ccbab7d15c9044f8610a0853a0947765
Terms gate
No extra terms beyond the license.

Read the license text

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Provenance

From: FireRedTeam <huggingface.co/FireRedTeam>Newsgroups: alt.freeweights.imageSubject: FireRed-Image-Edit-1.0Date: 2026-11-15Commit: 0aea9d5Signed: 2DC28CC7B26A283B ✓
Upstream
FireRedTeam/FireRed-Image-Edit-1.0
Pinned commit
0aea9d520c801c9f4b691cc92f736a7a8628e6a2
Manifest
FireRed-Image-Edit-1.0.json · .minisig
Manifest sha256
76f6707a5bac3023d5bd3194e25c53bfb1a9496b91b2e28f37bd91214db3eb88
Signature
minisign, Ed25519, key 2DC28CC7B26A283B
Created
2026-11-15 02:34 UTC
Generator
freeweights-manifest/0.1.0
Takedowns
None.

How to verify

$ curl -O https://freeweights.allternit.com/manifests/FireRedTeam/FireRed-Image-Edit-1.0.json $ curl -O https://freeweights.allternit.com/manifests/FireRedTeam/FireRed-Image-Edit-1.0.json.minisig $ minisign -Vm FireRed-Image-Edit-1.0.json -P RWQ7KGqyx4zCLXtUFOqvfv8L3g+8fpKJ1FsuxPyOYMF+4KufbUxKq1Oq $ shasum -a 256 <file> # compare with the Files tab

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Model tree

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Fine-tunes
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Download
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Signed manifest
minisign, key 2DC28CC7B26A283B. FireRed-Image-Edit-1.0.json. Provenance. Takedown history: none.
Source
huggingface.co/FireRedTeam/FireRed-Image-Edit-1.0

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