Upload 2368299/2663428/README.md with huggingface_hub

2368299/2663428/README.md

@@ -1,10 +1,111 @@
 ---
 license: other
 tags:
-- civitai
+- amateur
+- candid
+- concept
+- natural body
+- nsfw
+- nudity
 ---
+
+# SoReal! Natural Bodies - v1.0 - 2663428
+
+**Model Type**: LORA
+
+**Base Model**: ZImageBase
+
+**Trigger Words**: None
+
+**Tags**: amateur, candid, concept, natural body, nsfw, nudity
+
+## Gallery
+
+<table>
+  <tr>
+    <td><img src="https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/4099fa69-5df2-4b3e-9da4-3fd55560cc30/original=true/120065743.jpeg" width="200"></td>
+    <td><img src="https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/a9b20d95-d4c1-4f00-ad39-f3b4f11c40ce/original=true/120065787.jpeg" width="200"></td>
+    <td><img src="https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/7712b15a-dcac-4bfd-a3b6-53fbb592323f/original=true/120065803.jpeg" width="200"></td>
+  </tr>
+  <tr>
+    <td><img src="https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/b113b8d3-0b5d-47e0-8d8d-3dff61f0fb6a/original=true/120065818.jpeg" width="200"></td>
+    <td><img src="https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/43688524-ab40-45df-ae25-79a3572d75da/original=true/120065844.jpeg" width="200"></td>
+    <td><img src="https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/2f878835-ad96-489b-af8d-759d74f1b86c/original=true/120065890.jpeg" width="200"></td>
+  </tr>
+  <tr>
+    <td><img src="https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/d09c14dd-0d0c-4bb3-b308-64f4b4fa683d/original=true/120065920.jpeg" width="200"></td>
+    <td><img src="https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/d7415523-3cb4-40f4-84b5-709c2ef45654/original=true/120065964.jpeg" width="200"></td>
+    <td><img src="https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/f0e12399-f6e4-48b9-9cce-20020c409e8c/original=true/120066032.jpeg" width="200"></td>
+  </tr>
+  <tr>
+    <td><img src="https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/58d7eee3-aab5-4e43-b209-0871466cd342/original=true/120066065.jpeg" width="200"></td>
+  </tr>
+</table>
+
+## Description
+
+[**Follow me on Patreon!**](https://www.patreon.com/Bitcrushed_Heart)
+---------------------------------------------------------------------
+
+**SoReal! - Natural Bodies**
+============================
+
+[[SoReal! Portraits]](https://civitai.com/models/2360068) [[SoReal POV]](https://civitai.com/models/2357375?modelVersionId=2657257)
+
+**Overview**
+------------
+
+Stand aside, supermodels! This model is the next iteration of my Z-Image LORAs - aimed to bring diversity in both concepts and humanity itself to Z-Image.
+
+**Compatibility & Usage**
+-------------------------
+
+Due to it's small size and rank, the model should have a minimal influence on the base model, further improving compatibility with other LORAs across Base/Turbo and indeed other checkpoints.
+
+'Trigger words' aren't real - don't ask for one, just prompt normally! Ages (xx-year-old format), weight classifications (underweight, natural weight, average weight, obese, etc), ethnicity and skin tones were used in captioning based on real data (rather than estimations).
+
+When using Z-Image Turbo, strengths between 0.90 and 1.2 seem to have good results.
+
+**Limitations**
+---------------
+
+TBC
+
+**Future**
+----------
+
+**I am planning on finetuning Z-Image considerably with a model called 'SoReal!' (Or, alternatively, ZoReal!). However, I want it to be the best possible amateur finetune possible, to achieve this, I have:**
+
+* 1. Trained a custom quality model.
+* 2. Trained a custom one-shot demographic model (height, weight, skin tone, ethnicity, age in years, body shape) with an average accuracy of 89% for top-confidence prediction using ConvNext-XL.
+* 3. Finetuned wd-tagger-large-v3 on a large sample dataset of 50k hand-tagged images with human-assisted active learning.
+* 4. Fed those tagged images (with quality, demographics and general labels) with the image metadata (incl. EXIF & Camera Metadata) to Gemini 3 Flash for generating captions.
+* No over-trained LORAs baked in, no dramatic loss of generalisation, just a good, all-round, NSFW-ready, finetuned model.
+
+**I am now severely limited, however, by my compute and financial situation, so if you'd like to help make SoReal!, well, so real,** [**then you can follow me on Patreon!**](https://www.patreon.com/Bitcrushed_Heart)
+
+**Dataset & Training**
+----------------------
+
+Dataset of 1000 sourced from a variety of sources. Deduplication and Quality Scoring (through MANIQA) batch size 16.
+
+Validation loss was used with 10% of the dataset size to prevent overfitting while still maintaining strong concept adherence and generalisation.
+
+Model was trained with AdamW through the Python adv-optm package.
+
+**Licensing**
+-------------
+
+If you'd like to release a merge of this model, please contact me.
+
+Made with <3 By BitcrushedHeart
+
+---
+
 Author: [BitcrushedHeart](https://civitai.com/user/BitcrushedHeart)
 
-Model: [https://civitai.com/models/2368299?modelVersionId=2663428](https://civitai.com/models/2368299?modelVersionId=2663428)
+Model: [CivitAI Model Page](https://civitai.com/models/2368299?modelVersionId=2663428)
+
+Archive: [CivArchive Page](https://civarchive.com/models/2368299?modelVersionId=2663428)
 
-Mirror: [https://civarchive.com/models/2368299?modelVersionId=2663428](https://civarchive.com/models/2368299?modelVersionId=2663428)
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