Update model card: changelog, trigger fixes, Ho-yeon retrain, Pruned_Comparison gallery

README.md

@@ -13,20 +13,60 @@ base_model: KREA2
 
 A collection of **84 character LoRAs** for the **KREA2** base AND turbo model, each paired with a `persona .md` file describing the character's stable facial features, variable appearance, and expressions.
 
-Every LoRA ships as `<Name>_KREA2.safetensors` alongside `<Name>_KREA2.md`.
+Every LoRA ships as `<Name>_KREA2.safetensors` alongside `<Name>_KREA2.md` inside its own folder under **`Characters/`**.
+
+## Updates
+
+### Repository restructure
+- All characters moved under a single **`Characters/`** directory (one folder per character containing the `.safetensors`, the persona `.md`, and the training captions).
+- All **`Images_Prompt_Examples`** folders and their contents were **removed**.
+- A new **`Pruned_Comparison`** folder was added with one preview image per character (see below).
+
+### Dynamic re-rank + block pruning
+Every LoRA was re-ranked with **dynamic `sv_fro` SVD** (retention `0.998`, max rank `16`) and block-pruned by dropping the **8 lowest-impact transformer blocks** (blocks `1-8`, ~3% of delta energy). All `txtfusion` refiner/layerwise keys are preserved. Weights are stored as `lora_up` / `lora_down` + `alpha` in fp16, loadable directly in ComfyUI. Each file carries `crt_*` provenance metadata.
+
+### Trigger word corrections
+27 persona `.md` files had trigger words that did not match the tokens actually used in their training captions. These were corrected to the exact training token, e.g.:
+
+| Character | Was | Now |
+|---|---|---|
+| Adriana Lima | `Adriana Lima` | `AdrianaLima` |
+| Anne Hathaway | `Anne Hathaway` | `AnneHathaway` |
+| Ariana Grande | `Ariana Grande` | `ArianaGrande` |
+| Billie Eilish | `Billie_ilish` | `BillieEilish` |
+| Doja Cat | `Dojcat` | `DojaCat` |
+| Elydia | `unknown` | `Helydia` |
+| Eva Mendes | `unknown` | `EvaMendes` |
+| Ho-yeon | `ho-yeon` | `JungHoYeon` |
+| Jessica Alba | `Jessica_lba` | `JessicaAlba` |
+| Kylie Jenner | `Kylie_enner` | `KylieJenner` |
+| Lea Elui | `Léa-elui` | `LeaElui` |
+| Nicki Minaj | `NickiM` | `NickiMinaj` |
+| Sab Zada | `SZA` | `SabZada` |
+| Shakira | `Sh_akira` | `Shakira` |
+| Shay | `Vanessa Lesnicki` | `Shay` |
+| Tokyo | `TKY` | `Tokyo` |
+| Zoe Kravitz | `Zkravit` | `ZoeKravitz` |
+
+(plus Alexandria Ocasio-Cortez, Ana De Armas, Anya Taylor-Joy, Bella Poarch, Camille Cerf, Dua Lipa, Emilia Clarke, Hannah Kleit, Inde Navarrette, Kaia Gerber)
+
+### Retrained character
+- **Jung Ho-yeon** (`Ho-yeon`) was **retrained** on a new dataset, then re-ranked and pruned like the others. Its trigger word is now **`JungHoYeon`**.
+
+> Note: `Autumn Falls` and `Hailey Rose` have no matching training dataset, so their trigger word remains `unknown`.
 
 ## Fully automated pipeline
 
-This entire repository — dataset, training, and upload — was produced end-to-end by an autonomous **[Hermes Agent](https://hermes-agent.nousresearch.com)** (served by the **Kimi K3** model) from a natural-language request. No manual review gates anywhere in the loop:
+This repository - dataset, training, and upload - was produced end-to-end by an autonomous **[Hermes Agent](https://hermes-agent.nousresearch.com)** (served by the **Kimi K3** model) from a natural-language request. No manual review gates anywhere in the loop:
 
-1. **Scraping** — automated image collection per character from web photo pools.
-2. **Cropping & curation** — face/head detection **Ultralytics Yolo** and crop, with a hard content filter (No AI generated images, correct subject only, sharpness threshold).
-3. **Aesthetic gating** — every candidate image scored by a discriminator built on the **ERNIE aesthetic image scorer**; low scorers rejected automatically with a hard pass/fail threshold.
-4. **Captioning** — datasets captioned with **Gemma-4 26B (abliterated) vision MTP** for unrestricted, descriptive captions, fast (1.2s/i).
-5. **Persona synthesis** — each `<Name>_KREA2.md` generated from caption trait-analysis (facial features, range of expressions).
-6. **Infrastructure** — training pods created, configured, monitored, and torn down automatically via the **RunPod API (MCP)**.
-7. **Training** — LoRAs trained on pods with **Ostris AI-Toolkit** with user predefined settings.
-8. **Publishing** — weights and persona files uploaded to this repo by the agent.
+1. **Scraping** - automated image collection per character from web photo pools.
+2. **Cropping & curation** - face/head detection **Ultralytics Yolo** and crop, with a hard content filter (No AI generated images, correct subject only, sharpness threshold).
+3. **Aesthetic gating** - every candidate image scored by a discriminator built on the **ERNIE aesthetic image scorer**; low scorers rejected automatically with a hard pass/fail threshold.
+4. **Captioning** - datasets captioned with **Gemma-4 26B (abliterated) vision MTP** for unrestricted, descriptive captions, fast (1.2s/i).
+5. **Persona synthesis** - each `<Name>_KREA2.md` generated from caption trait-analysis (facial features, range of expressions).
+6. **Infrastructure** - training pods created, configured, monitored, and torn down automatically via the **RunPod API (MCP)**.
+7. **Training** - LoRAs trained on pods with **Ostris AI-Toolkit** with user predefined settings.
+8. **Publishing** - weights and persona files uploaded to this repo by the agent.
 
 ## Contents
 
@@ -61,13 +101,605 @@ This entire repository — dataset, training, and upload — was produced end-to
 | Tyla | Valkyrae | Wejdene |
 | Yoonchae Jeong | Zendaya | Zoe Kravitz |
 
+## Pruned comparison
+
+One example image per character, generated with the pruned LoRA. Click a character to expand.
+
+<details>
+<summary><b>Adria Arjona</b></summary>
+
+![Adria Arjona pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/AdriaArjona_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Adriana Lima</b></summary>
+
+![Adriana Lima pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/Adriana%20Lima_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Alexandria Ocasio-Cortez</b></summary>
+
+![Alexandria Ocasio-Cortez pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/Alexandria%20Ocasio-Cortez_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Alix Lapri</b></summary>
+
+![Alix Lapri pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/AlixLapri_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Amelia Gray</b></summary>
+
+![Amelia Gray pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/AmeliaGray_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Ana De Armas</b></summary>
+
+![Ana De Armas pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/Ana%20De%20Armas_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Anne Hathaway</b></summary>
+
+![Anne Hathaway pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/Anne%20Hathaway_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Anya Taylor-Joy</b></summary>
+
+![Anya Taylor-Joy pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/Anya%20Taylor-Joy_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Ariana Grande</b></summary>
+
+![Ariana Grande pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/Ariana%20Grande_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Autumn Falls</b></summary>
+
+![Autumn Falls pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/AutumnFalls_KREA2_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Barbara Palvin</b></summary>
+
+![Barbara Palvin pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/BarbaraPalvin_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Bella Poarch</b></summary>
+
+![Bella Poarch pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/Bella%20Poarch_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Billie Eilish</b></summary>
+
+![Billie Eilish pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/Billie_ilish_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Camila Cabello</b></summary>
+
+![Camila Cabello pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/CamilaCabello_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Camille Cerf</b></summary>
+
+![Camille Cerf pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/Camille%20Cerf_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Camille Hurel</b></summary>
+
+![Camille Hurel pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/CamilleHurel_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Cara Delevingne</b></summary>
+
+![Cara Delevingne pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/CaraDelevingne_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Carla Poquin</b></summary>
+
+![Carla Poquin pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/CarlaPoquin_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Cindy Kimberly</b></summary>
+
+![Cindy Kimberly pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/CindyKimberly_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Corinna Kopf</b></summary>
+
+![Corinna Kopf pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/CorinnaKopf_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Daniela Avanzini</b></summary>
+
+![Daniela Avanzini pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/DanielaAvanzini_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Demitra Kalogeras</b></summary>
+
+![Demitra Kalogeras pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/DemitraKalogeras_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Doja Cat</b></summary>
+
+![Doja Cat pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/Dojcat_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Dorozea</b></summary>
+
+![Dorozea pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/Dorozea_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Dua Lipa</b></summary>
+
+![Dua Lipa pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/Dua%20Lipa_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Eiza González</b></summary>
+
+![Eiza González pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/EizaGonz%C3%A1lez_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Elydia</b></summary>
+
+![Elydia pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/Elydia_KREA2_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Emilia Clarke</b></summary>
+
+![Emilia Clarke pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/Emilia%20Clarke_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Emily Ratajkowski</b></summary>
+
+![Emily Ratajkowski pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/EmilyRatajkowski_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Eva Mendes</b></summary>
+
+![Eva Mendes pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/Eva_Mendes_KREA2_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Fernanda Ly</b></summary>
+
+![Fernanda Ly pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/FernandaLy_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Gal Gadot</b></summary>
+
+![Gal Gadot pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/GalGadot_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Hailey Rose</b></summary>
+
+![Hailey Rose pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/HaileyRose_KREA2_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Hannah Kleit</b></summary>
+
+![Hannah Kleit pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/Hannah%20Kleit_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Ho-yeon</b></summary>
+
+![Ho-yeon pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/ho-yeon_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Ice Spice</b></summary>
+
+![Ice Spice pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/IceSpice_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Imaan Hammam</b></summary>
+
+![Imaan Hammam pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/ImaanHammam_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Inde Navarrette</b></summary>
+
+![Inde Navarrette pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/Inde%20Navarrette_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Irina Shayk</b></summary>
+
+![Irina Shayk pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/IrinaShayk_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Jessica Alba</b></summary>
+
+![Jessica Alba pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/Jessica_lba_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Kaia Gerber</b></summary>
+
+![Kaia Gerber pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/Kaia%20Gerber_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Kelsey Merritt</b></summary>
+
+![Kelsey Merritt pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/KelseyMerritt_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Kendall Jenner</b></summary>
+
+![Kendall Jenner pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/KendallJenner_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Kylie Jenner</b></summary>
+
+![Kylie Jenner pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/Kylie_enner_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Lara Rajagopalan</b></summary>
+
+![Lara Rajagopalan pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/LaraRajagopalan_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Lauren Mayberry</b></summary>
+
+![Lauren Mayberry pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/LaurenMayberry_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Lea Elui</b></summary>
+
+![Lea Elui pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/L%C3%A9a-elui_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Leah Halton</b></summary>
+
+![Leah Halton pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/LeahHalton_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Lena Gercke</b></summary>
+
+![Lena Gercke pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/LenaGercke_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Lena Mahfouf</b></summary>
+
+![Lena Mahfouf pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/LenaMahfouf_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Léa Meniel</b></summary>
+
+![Léa Meniel pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/L%C3%A9aMeniel_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Madalina Ghenea</b></summary>
+
+![Madalina Ghenea pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/MadalinaGhenea_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Madison Beer</b></summary>
+
+![Madison Beer pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/MadisonBeer_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Malu Trevejo</b></summary>
+
+![Malu Trevejo pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/MaluTrevejo_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Manon Bannerman</b></summary>
+
+![Manon Bannerman pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/ManonBannerman_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Margot Robbie</b></summary>
+
+![Margot Robbie pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/MargotRobbie_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Megan Fox</b></summary>
+
+![Megan Fox pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/MeganFox_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Megan Skiendiel</b></summary>
+
+![Megan Skiendiel pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/MeganSkiendiel_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Monica Bellucci</b></summary>
+
+![Monica Bellucci pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/MonicaBellucci_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Natalie Portman</b></summary>
+
+![Natalie Portman pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/Natalie%20Portman_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Nicki Minaj</b></summary>
+
+![Nicki Minaj pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/NickiM_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Nikita Bellucci</b></summary>
+
+![Nikita Bellucci pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/NikitaBellucci_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Olivia Cooke</b></summary>
+
+![Olivia Cooke pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/OliviaCooke_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Pokimane</b></summary>
+
+![Pokimane pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/Pokimane_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Rihanna</b></summary>
+
+![Rihanna pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/Rihanna_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Rima Hassan</b></summary>
+
+![Rima Hassan pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/RimaHassan_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Rosalia</b></summary>
+
+![Rosalia pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/rosalia_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Sab Zada</b></summary>
+
+![Sab Zada pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/SZA_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Scarlett Johansson</b></summary>
+
+![Scarlett Johansson pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/ScarlettJohansson_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Shakira</b></summary>
+
+![Shakira pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/Sh_akira_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Shay</b></summary>
+
+![Shay pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/Vanessa%20Lesnicki_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Sofia Jamora</b></summary>
+
+![Sofia Jamora pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/SofiaJamora_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Sofia Richie Grainge</b></summary>
+
+![Sofia Richie Grainge pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/SofiaRichieGrainge_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Sommer Ray</b></summary>
+
+![Sommer Ray pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/SommerRay_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Sophia Laforteza</b></summary>
+
+![Sophia Laforteza pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/SophiaLaforteza_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Sydney Sweeney</b></summary>
+
+![Sydney Sweeney pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/SydneySweeney_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Tinashe</b></summary>
+
+![Tinashe pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/Tinashe_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Tokyo</b></summary>
+
+![Tokyo pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/TKY_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Tyla</b></summary>
+
+![Tyla pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/Tyla_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Valkyrae</b></summary>
+
+![Valkyrae pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/Valkyrae_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Wejdene</b></summary>
+
+![Wejdene pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/wejdene_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Yoonchae Jeong</b></summary>
+
+![Yoonchae Jeong pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/YoonchaeJeong_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Zendaya</b></summary>
+
+![Zendaya pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/Zendaya_Pruned.jpg)
+
+</details>
+
+<details>
+<summary><b>Zoe Kravitz</b></summary>
+
+![Zoe Kravitz pruned comparison](https://huggingface.co/UntMods/Krea2_Chars_LoRA/resolve/main/Pruned_Comparison/Zkravit_Pruned.jpg)
+
+</details>
+
 ## Known limitations
 
 - Trained for likeness; style flexibility depends on your prompt and sampler settings.
 
 ## Disclaimer
 
-These LoRAs reproduce the likeness of real people and are shared for research and creative purposes. Please use them responsibly and respect the rights of the individuals depicted — don't create misleading, harmful, or non-consensual content. By downloading, you take responsibility for what you generate.
+These LoRAs reproduce the likeness of real people and are shared for research and creative purposes. Please use them responsibly and respect the rights of the individuals depicted - don't create misleading, harmful, or non-consensual content. By downloading, you take responsibility for what you generate.
 
 ## Credits