---
license: apache-2.0
base_model:
- lodestones/Chroma1-HD
tags:
- lora
- 3dcg
- anime
- realistic
- liminal
- interior
- manga
- sfw
- nsfw
---

![image](https://cdn-uploads.huggingface.co/production/uploads/65d7326229af34543a0f4fd0/4ZR_yaj1qhNg2otQQSZzk.jpeg)


![image](https://cdn-uploads.huggingface.co/production/uploads/65d7326229af34543a0f4fd0/moGxqacs2_qGFkzfx9fAd.jpeg)

# 3DCG Indoor Character + Manga combo LoRA

Creates **3DCG-style female characters** in indoor environments with strong emphasis on:

- natural elbow / neck / shoulder posing
- expressive face close-ups
- believable hip & torso movement
- pleasant 3DCG skin rendering (works for both SFW and NSFW)

## Strongest styles / vibes

- Candid 3DCG animation stills (Drills3D / KawaiiDetectiveEnthusiast style)
- Modern interior design + depth of field / background blur
- Liminal / backroom / empty mall aesthetic (Pinterest mood)
- Manga frame composition — Claymore + Tsutomu Nihei (*BLAME!*) influence
- Red-carpet / award-event posing (SFW photos of adult industry performers)

## Helps fix / compensate for Chroma limitations

- Reduces unwanted cartoony / furry 3D look
- Improves sci-fi aesthetic compatibility
- Better anatomy on arms, necks, elbows, hips in longer shots

## Training details

The dataset consists of 250 1024x1024 images with 4 columns of a mix of CG , manga , photos and digital art. 

![image](https://cdn-uploads.huggingface.co/production/uploads/65d7326229af34543a0f4fd0/6rSuJTTgzj9xFMbEYnERv.jpeg)

Shown above:  4 1024x1024 training frames from the dataset. Captions were created using gemini 2.5 flash image captioning. The text captions are provided as a zip file in this repository. 

- **Dataset**: 250 selected frames of CG and manga frames
  → cropped & composed into 4×1 columns in 1024×1024 tiles
- **Repeats × Epochs**: 4 repeats × 40 epochs
- **Network rank / alpha**: 32 / 32
- **Learning rate**: 0.0035  using 'cosine with repeats' scheduler
- **Trainer**: Kohya_ss (no bucketing)
- Mostly synthetic data + SFW Pinterest / Flickr reference photos
- Keyword is in negative prompt : phrase 'this was used as negative when training the lora'
## Ethics & transparency

- Cannot reproduce real people (no real-person likenesses)
- All photographic content used = public SFW images only
- Training image selection & preparation scripts → included in this repo (Jupyter colab notebooks)

If you wish to run this lora model online without any need to download , you can check out the lora on my TA profile: https://tensor.art/u/754389913230900026

Cheers! / Adcom

## Example usage in Chroma

```text
Text encoder (suggestion): t5xxl_fp16.safetensors   (especially with long descriptive prompts)

Weight range:   0.8  

Example prompt:  This image prominently features a solo 1girl, a young female, standing indoors in a room that appears to be a living area. She has long_hair that is brown_hair, styled neatly in a ponytail, and her brown_eyes are directed in a way that suggests she is looking_at_viewer with a gentle expression. She is wearing casual clothing, specifically a light-colored short_sleeves t-shirt, which can be described as a white_shirt, featuring a detailed print_shirt design with a notable 'g'raphic element towards the bottom. On her right wrist, she wears a simple bracelet, which is the only piece of jewelry visible on her. In the background, there is a robust wooden bookshelf filled with numerous books, and a dark brown door is visible on the right side of the frame, firmly establishing the setting indoors. A segment of a couch is also partially visible in the lower left foreground.

Negative prompt: this was used as negative when training the lora.