Commit ·
93bd91f
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Parent(s): 49b47e9
Move Alison Brie below Brett Cooper and remove Study 7 (Gosia) from visual benchmarks
Browse files
klein9/docs/FLUX2_KLEIN9_REFMODS_GUIDE.md
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@@ -331,7 +331,7 @@ The script automatically skips already generated `.safetensors` files and proces
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## 9. Empirical Benchmarks & 5-Column Visual Studies
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Extensive empirical evaluations were conducted comparing five distinct generation paradigms across multiple subjects (
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Detailed visual grids, single run links, and direct model downloads are documented in **[`VISUAL_BENCHMARKS_AND_COMPARISONS.md`](VISUAL_BENCHMARKS_AND_COMPARISONS.md)**.
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```
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### Visual Benchmark Grids (`docs/examples/`)
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- [Olivia Wilde 5-Col Comparison](VISUAL_BENCHMARKS_AND_COMPARISONS.md#study-3-olivia-wilde) (`examples/Flux2-Klein9-OliviaWilde-5Col-Comparison-Grid.png`)
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- [Jodie Foster 5-Col Comparison](VISUAL_BENCHMARKS_AND_COMPARISONS.md#study-4-jodie-foster) (`examples/Flux2-Klein9-JodieFoster-5Col-Comparison-Grid.png`)
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- [Rebecca Ferguson 5-Col Comparison](VISUAL_BENCHMARKS_AND_COMPARISONS.md#study-5-rebecca-ferguson) (`examples/Flux2-Klein9-RebeccaFerguson-5Col-Comparison-Grid.png`)
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- [Sydney Sweeney 5-Col Comparison](VISUAL_BENCHMARKS_AND_COMPARISONS.md#study-6-sydney-sweeney) (`examples/Flux2-Klein9-SydneySweeney-5Col-Comparison-Grid.png`)
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- [Gosia Persona 5-Col Comparison](VISUAL_BENCHMARKS_AND_COMPARISONS.md#study-7-gosia-synthetic-persona-benchmark) (`examples/Flux2-Klein9-Gosia-5Col-Comparison-Grid.png`)
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### Key Empirical Findings
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## 9. Empirical Benchmarks & 5-Column Visual Studies
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Extensive empirical evaluations were conducted comparing five distinct generation paradigms across multiple subjects (Brett Cooper, Alison Brie, Olivia Wilde, Jodie Foster, Rebecca Ferguson, and Sydney Sweeney).
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Detailed visual grids, single run links, and direct model downloads are documented in **[`VISUAL_BENCHMARKS_AND_COMPARISONS.md`](VISUAL_BENCHMARKS_AND_COMPARISONS.md)**.
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```
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### Visual Benchmark Grids (`docs/examples/`)
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- [Brett Cooper 5-Col Comparison](VISUAL_BENCHMARKS_AND_COMPARISONS.md#study-1-brett-cooper) (`examples/Flux2-Klein9-BrettCooper-5Col-Comparison-Grid.png`)
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- [Alison Brie 5-Col Comparison](VISUAL_BENCHMARKS_AND_COMPARISONS.md#study-2-alison-brie) (`examples/Flux2-Klein9-AlisonBrie-5Col-Comparison-Grid.png`)
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- [Olivia Wilde 5-Col Comparison](VISUAL_BENCHMARKS_AND_COMPARISONS.md#study-3-olivia-wilde) (`examples/Flux2-Klein9-OliviaWilde-5Col-Comparison-Grid.png`)
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- [Jodie Foster 5-Col Comparison](VISUAL_BENCHMARKS_AND_COMPARISONS.md#study-4-jodie-foster) (`examples/Flux2-Klein9-JodieFoster-5Col-Comparison-Grid.png`)
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- [Rebecca Ferguson 5-Col Comparison](VISUAL_BENCHMARKS_AND_COMPARISONS.md#study-5-rebecca-ferguson) (`examples/Flux2-Klein9-RebeccaFerguson-5Col-Comparison-Grid.png`)
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- [Sydney Sweeney 5-Col Comparison](VISUAL_BENCHMARKS_AND_COMPARISONS.md#study-6-sydney-sweeney) (`examples/Flux2-Klein9-SydneySweeney-5Col-Comparison-Grid.png`)
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### Key Empirical Findings
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klein9/docs/README.md
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@@ -20,8 +20,8 @@ Welcome to the official documentation and reference guides for **FLUX.2 & Klein
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- Step-by-step RefMod creation with dataset curation best practices and CLI extraction
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2. **[Visual Benchmarks & 5-Column Comparison Studies](VISUAL_BENCHMARKS_AND_COMPARISONS.md)**
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Detailed empirical evaluations across
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- Embedded 5-column comparison grids for all benchmark subjects (
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- Direct download links to individual model weights (`.safetensors`) on Hugging Face
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- High-resolution single run artifact links ([`examples/`](examples/)) for Pure LoRA, 8-Raw Reference, Pure RefMod, and Hybrid stacks
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- Computational throughput, token load, and VRAM scaling breakdowns
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- Step-by-step RefMod creation with dataset curation best practices and CLI extraction
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2. **[Visual Benchmarks & 5-Column Comparison Studies](VISUAL_BENCHMARKS_AND_COMPARISONS.md)**
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Detailed empirical evaluations across 6 celebrity benchmark datasets:
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- Embedded 5-column comparison grids for all benchmark subjects (Brett Cooper, Alison Brie, Olivia Wilde, Jodie Foster, Rebecca Ferguson, Sydney Sweeney)
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- Direct download links to individual model weights (`.safetensors`) on Hugging Face
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- High-resolution single run artifact links ([`examples/`](examples/)) for Pure LoRA, 8-Raw Reference, Pure RefMod, and Hybrid stacks
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- Computational throughput, token load, and VRAM scaling breakdowns
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klein9/docs/VISUAL_BENCHMARKS_AND_COMPARISONS.md
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---
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### Study 1:
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- **RefMod Model:** [`
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- **Trained LoRA:** [`
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---
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## 4. Key Takeaways & Architectural Insights
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1. **Pure RefMod (Col 4) Matches Trained LoRAs (Col 1) with 0 Training:**
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---
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### Study 1: Brett Cooper
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- **RefMod Model:** [`fk9_brettcooper_v1_refmod.safetensors`](https://huggingface.co/malcolmrey/klein9/blob/main/fk9_brettcooper_v1_refmod.safetensors) (~5.50 MB)
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- **Trained LoRA:** [`fk9_brettcooper_v1_prodigy.safetensors`](https://huggingface.co/malcolmrey/klein9/blob/main/fk9_brettcooper_v1_prodigy.safetensors) | [`fk9_brettcooper_v1.safetensors`](https://huggingface.co/malcolmrey/klein9/blob/main/fk9_brettcooper_v1.safetensors)
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#### High-Resolution Single Run Artifacts
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| Paradigm | Run 1 | Run 2 | Run 3 |
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| :--- | :--- | :--- | :--- |
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| **Col 1: Pure LoRA @ 1.0** | [BrettCooper Pure LoRA Run 1](examples/Flux2-Klein9-PureLoRA10-BrettCooper-Run1_00001_.png) | [BrettCooper Pure LoRA Run 2](examples/Flux2-Klein9-PureLoRA10-BrettCooper-Run2_00001_.png) | [BrettCooper Pure LoRA Run 3](examples/Flux2-Klein9-PureLoRA10-BrettCooper-Run3_00001_.png) |
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| **Col 2: 8-Raw Reference Images** | [BrettCooper 8-Ref Run 1](examples/Flux2-Klein9-8Ref-BrettCooper-Run1_00001_.png) | [BrettCooper 8-Ref Run 2](examples/Flux2-Klein9-8Ref-BrettCooper-Run2_00001_.png) | [BrettCooper 8-Ref Run 3](examples/Flux2-Klein9-8Ref-BrettCooper-Run3_00001_.png) |
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| **Col 3: 8-Raw Reference + LoRA** | [BrettCooper 8-Ref + LoRA Run 1](examples/Flux2-Klein9-8RefLoRA-BrettCooper-Run1_00001_.png) | [BrettCooper 8-Ref + LoRA Run 2](examples/Flux2-Klein9-8RefLoRA-BrettCooper-Run2_00001_.png) | [BrettCooper 8-Ref + LoRA Run 3](examples/Flux2-Klein9-8RefLoRA-BrettCooper-Run3_00001_.png) |
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| **Col 4: Pure RefMod @ 1.0 (Zero-Training)** | [BrettCooper Pure RefMod Run 1](examples/Flux2-Klein9-PureRefMod-BrettCooper-Run1_00001_.png) | [BrettCooper Pure RefMod Run 2](examples/Flux2-Klein9-PureRefMod-BrettCooper-Run2_00001_.png) | [BrettCooper Pure RefMod Run 3](examples/Flux2-Klein9-PureRefMod-BrettCooper-Run3_00001_.png) |
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| **Col 5: RefMod + LoRA Hybrid Stack** | [BrettCooper RefMod + LoRA Run 1](examples/Flux2-Klein9-RefModLoRA-BrettCooper-Run1_00001_.png) | [BrettCooper RefMod + LoRA Run 2](examples/Flux2-Klein9-RefModLoRA-BrettCooper-Run2_00001_.png) | [BrettCooper RefMod + LoRA Run 3](examples/Flux2-Klein9-RefModLoRA-BrettCooper-Run3_00001_.png) |
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---
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### Study 2: Alison Brie
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- **RefMod Model:** [`fk9_alisonbrie_v1_refmod.safetensors`](https://huggingface.co/malcolmrey/klein9/blob/main/fk9_alisonbrie_v1_refmod.safetensors) (~5.50 MB)
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- **Trained LoRA:** [`fk9_alisonbrie_v1_prodigy.safetensors`](https://huggingface.co/malcolmrey/klein9/blob/main/fk9_alisonbrie_v1_prodigy.safetensors) | [`fk9_alisonbrie_v1.safetensors`](https://huggingface.co/malcolmrey/klein9/blob/main/fk9_alisonbrie_v1.safetensors)
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#### High-Resolution Single Run Artifacts
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| Paradigm | Run 1 | Run 2 | Run 3 |
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| :--- | :--- | :--- | :--- |
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| **Col 1: Pure LoRA @ 1.0** | [AlisonBrie Pure LoRA Run 1](examples/Flux2-Klein9-PureLoRA10-AlisonBrie-Run1_00001_.png) | [AlisonBrie Pure LoRA Run 2](examples/Flux2-Klein9-PureLoRA10-AlisonBrie-Run2_00001_.png) | [AlisonBrie Pure LoRA Run 3](examples/Flux2-Klein9-PureLoRA10-AlisonBrie-Run3_00001_.png) |
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| **Col 2: 8-Raw Reference Images** | [AlisonBrie 8-Ref Run 1](examples/Flux2-Klein9-8Ref-AlisonBrie-Run1_00001_.png) | [AlisonBrie 8-Ref Run 2](examples/Flux2-Klein9-8Ref-AlisonBrie-Run2_00001_.png) | [AlisonBrie 8-Ref Run 3](examples/Flux2-Klein9-8Ref-AlisonBrie-Run3_00001_.png) |
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| **Col 3: 8-Raw Reference + LoRA** | [AlisonBrie 8-Ref + LoRA Run 1](examples/Flux2-Klein9-8RefLoRA-AlisonBrie-Run1_00001_.png) | [AlisonBrie 8-Ref + LoRA Run 2](examples/Flux2-Klein9-8RefLoRA-AlisonBrie-Run2_00001_.png) | [AlisonBrie 8-Ref + LoRA Run 3](examples/Flux2-Klein9-8RefLoRA-AlisonBrie-Run3_00001_.png) |
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| **Col 4: Pure RefMod @ 1.0 (Zero-Training)** | [AlisonBrie Pure RefMod Run 1](examples/Flux2-Klein9-PureRefMod-AlisonBrie-Run1_00001_.png) | [AlisonBrie Pure RefMod Run 2](examples/Flux2-Klein9-PureRefMod-AlisonBrie-Run2_00001_.png) | [AlisonBrie Pure RefMod Run 3](examples/Flux2-Klein9-PureRefMod-AlisonBrie-Run3_00001_.png) |
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| **Col 5: RefMod + LoRA Hybrid Stack** | [AlisonBrie RefMod + LoRA Run 1](examples/Flux2-Klein9-RefModLoRA-AlisonBrie-Run1_00001_.png) | [AlisonBrie RefMod + LoRA Run 2](examples/Flux2-Klein9-RefModLoRA-AlisonBrie-Run2_00001_.png) | [AlisonBrie RefMod + LoRA Run 3](examples/Flux2-Klein9-RefModLoRA-AlisonBrie-Run3_00001_.png) |
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## 4. Key Takeaways & Architectural Insights
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1. **Pure RefMod (Col 4) Matches Trained LoRAs (Col 1) with 0 Training:**
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