anaksor-ocr
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Reads Khmer and English text from documents, receipts and photos of signs, using a detector for text lines and a recogniser for each line. Suits developers who…
Adds transparent-background (RGBA) image output to the Anima model through a 4-channel VAE and a matching LoRA, for use in ComfyUI. For artists who need cutouts with a clean alpha channel.
Anima-RGBA is a kit in the Developer category, listed by Mindket. It is free. This is version 1, last updated on . Download it on this page, a zip of its files. Nothing in it runs by itself.
pip install -U huggingface_hub hf download localai0301/Anima-RGBA
Anima-RGBA lets the Anima image model produce pictures with a real alpha channel, so the background is truly transparent. It has two parts: an RGBA VAE and an RGBA LoRA.
The VAE is a four-channel variant of the Qwen-Image VAE behind Anima. Where the original gives opaque RGB, it decodes latents into pictures that carry a true alpha channel. The LoRA teaches Anima to make latents that this VAE decodes cleanly.
Artists and builders who make cutout images in ComfyUI and want transparent backgrounds without separate background removal.
| Industry | Who uses it | How they use it | Example |
|---|---|---|---|
| Game development | Artists who make sprites and props | Generate objects on a transparent background | A character cutout ready to place in a scene |
| Design | Graphic designers | Produce isolated elements as RGBA PNG files | A sticker-like illustration with clean edges |
| Web and apps | Interface designers | Create images that sit on any page color | An icon-style picture over a colored banner |
| Research | Image model researchers | Study alpha-capable VAE training | Compare alpha error and reconstruction quality |
Skip it if you do not use Anima, since the VAE and LoRA are built for that model.
| Use case | Who | What they get back |
|---|---|---|
| Transparent illustrations | Artists | An RGBA PNG with a clean alpha channel |
| Isolated objects | Designers | A subject with no background to remove |
| Inspecting alpha | Researchers | A separate alpha channel view of each result |
pip install -U huggingface_hub hf download localai0301/Anima-RGBA
| File | Size | Notes |
|---|---|---|
| anima_rgba_vae.safetensors | 508 MB | Full 4-channel VAE with encoder and decoder, in the key format ComfyUI expects for the Qwen-Image VAE |
| anima_rgba_lora.safetensors | 184 MB | LoRA for the Anima DiT, saved at step 25,000 |
Write your prompt as usual and include one of the trigger phrases. When the result still has a solid background, give the trigger phrase more weight and leave the LoRA strength alone.
transparent background isolated on a transparent background (transparent background:1.3)
After that, the VAE Decode node gives you four channels, and Save Image stores the file as an RGBA PNG. Raising the trigger weight barely changes the picture. Pushing the LoRA to 1.5 leaves stray, partly see-through specks near the subject.
| Setting | Value in the card examples |
|---|---|
| LoRA strength | 1.0 |
| Steps | 30 |
| CFG | 4.5 |
| Sampler and scheduler | er_sde and simple |
| Size | 1024 by 1024 |
You add the trigger phrase to a prompt such as "transparent background, strawberry shortcake" and run the edited workflow. Save Image writes an RGBA PNG of the cake with nothing behind it.
If you are new to ComfyUI, take a workflow that already runs Anima and change only the VAE, the LoRA and the prompt. Open the saved PNG over a checkerboard to see the transparency.
If you know the field, the new encoder takes RGB composited over white plus alpha, and the decoder returns straight RGB plus alpha. A reference loss ties its latents to the original encoder, which leaves the LoRA a small alpha difference to learn.
Adds transparent-background (RGBA) image output to the Anima model through a 4-channel VAE and a matching LoRA, for use in ComfyUI. For artists who need cutouts with a clean alpha channel.
Made by localai0301 on Hugging Face. These notes are Mindket's, written from its model page and model card; the model's own files and license are on Hugging Face.
What it is: Anima-RGBA lets the Anima image model produce pictures with a real alpha channel, so the background is truly transparent. It has two parts: an RGBA VAE and an RGBA LoRA.
The VAE is a four-channel variant of the Qwen-Image VAE behind Anima. Where the original gives opaque RGB, it decodes latents into pictures that carry a true alpha channel. The LoRA teaches Anima to make latents that this VAE decodes cleanly.
Who it suits: Artists and builders who make cutout images in ComfyUI and want transparent backgrounds without separate background removal.
Industry | Who uses it | How they use it | Example
Game development | Artists who make sprites and props | Generate objects on a transparent background | A character cutout ready to place in a scene
Design | Graphic designers | Produce isolated elements as RGBA PNG files | A sticker-like illustration with clean edges
Web and apps | Interface designers | Create images that sit on any page color | An icon-style picture over a colored banner
Research | Image model researchers | Study alpha-capable VAE training | Compare alpha error and reconstruction quality
Skip it if you do not use Anima, since the VAE and LoRA are built for that model.
Where to use it:
Use case | Who | What they get back
Transparent illustrations | Artists | An RGBA PNG with a clean alpha channel
Isolated objects | Designers | A subject with no background to remove
Inspecting alpha | Researchers | A separate alpha channel view of each result
How to set it up:
pip install -U huggingface_hub
hf download localai0301/Anima-RGBA
File | Size | Notes
anima_rgba_vae.safetensors | 508 MB | Full 4-channel VAE with encoder and decoder, in the key format ComfyUI expects for the Qwen-Image VAE
anima_rgba_lora.safetensors | 184 MB | LoRA for the Anima DiT, saved at step 25,000
How to use it: Write your prompt as usual and include one of the trigger phrases. When the result still has a solid background, give the trigger phrase more weight and leave the LoRA strength alone.
transparent background
isolated on a transparent background
(transparent background:1.3)
After that, the VAE Decode node gives you four channels, and Save Image stores the file as an RGBA PNG. Raising the trigger weight barely changes the picture. Pushing the LoRA to 1.5 leaves stray, partly see-through specks near the subject.
Setting | Value in the card examples
LoRA strength | 1.0
Steps | 30
CFG | 4.5
Sampler and scheduler | er_sde and simple
Size | 1024 by 1024
Example: You add the trigger phrase to a prompt such as "transparent background, strawberry shortcake" and run the edited workflow. Save Image writes an RGBA PNG of the cake with nothing behind it.
For newcomers and experts: If you are new to ComfyUI, take a workflow that already runs Anima and change only the VAE, the LoRA and the prompt. Open the saved PNG over a checkerboard to see the transparency.
If you know the field, the new encoder takes RGB composited over white plus alpha, and the decoder returns straight RGB plus alpha. A reference loss ties its latents to the original encoder, which leaves the LoRA a small alpha difference to learn.
Prompt with a transparent background trigger
Anima with the RGBA LoRA makes latents
RGBA VAE decodes to four channels
RGBA PNG saved
Good to know:
Title: PSNR on opaque images, higher is better
Original Qwen-Image VAE: 34.26 dB
Anima RGBA VAE: 34.74 dB
Download its files with Hugging Face's command line:
pip install -U huggingface_hub
hf download localai0301/Anima-RGBA
Then follow the usage in its model card. Nothing in this kit runs by itself.
README.md 6 KB
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| Product | Downloads, last 30 days | Likes | Parameters | License | Last change |
|---|---|---|---|---|---|
| Anima-RGBA This page | 3,509 | 59 | — | apache-2.0 | |
| QMA Camera AnglesShares qwen-image · lora · diffusers | 13,875 | 55 | — | apache-2.0 | |
| Ming-Image-0.1-DesignShares rgba · text-to-image · diffusers | 1,836 | 440 | 6.2B | mit | |
| Krea2 Turbo OpenPose ControlNet LoRAShares lora · comfyui · diffusers | 18,552 | 133 | — | apache-2.0 | |
| MOSS-Image Lineart Control LoRAShares lora · comfyui · diffusers | 1,548 | 3 | — | apache-2.0 | |
| MOSS-Image Normal Control LoRAShares lora · comfyui · diffusers | 1,014 | 4 | — | apache-2.0 |
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