MISATO-dataset (MISATO-dataset)

posted an update about 1 hour ago

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Sketchify 😉🎨

+ strangerzonehf/Flux-Sketch-Smudge-LoRA
+ strangerzonehf/Flux-Sketch-Sized-LoRA
+ strangerzonehf/Sketch-Paint

- strangerzonehf/sketch-fav-675ba869c7ceaec7e652ee1c

prithivMLmods

posted an update 3 days ago

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Qwen2VL Models: Vision and Language Processing 🍉

📍FT; [ Latex OCR, Math Parsing, Text Analogy OCRTest ]

❄️Demo : prithivMLmods/Qwen2-VL-2B . The demo includes the Qwen2VL 2B Base Model.

🎯The space handles documenting content from the input image along with standardized plain text. It includes adjustment tools with over 30 font styles, file formatting support for PDF and DOCX, textual alignments, font size adjustments, and line spacing modifications.

📄PDFs are rendered using the ReportLab software library toolkit.

🧵Models :
+ prithivMLmods/Qwen2-VL-OCR-2B-Instruct
+ prithivMLmods/Qwen2-VL-Ocrtest-2B-Instruct
+ prithivMLmods/Qwen2-VL-Math-Prase-2B-Instruct

🚀Sample Document :
+ https://drive.google.com/file/d/1Hfqqzq4Xc-3eTjbz-jcQY84V5E1YM71E/view?usp=sharing

📦Collection :
+ prithivMLmods/vision-language-models-67639f790e806e1f9799979f

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@prithivMLmods 🤗

1 reply

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prithivMLmods

posted an update 4 days ago

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🎄 Here Before - Xmas🎅✨

🧑🏻‍🎄Models
+ [ Xmas 2D Illustration ] : strangerzonehf/Flux-Xmas-Illustration-LoRA
+ [ Xmas 3D Art ] : strangerzonehf/Flux-Xmas-3D-LoRA
+ [ Xmas Chocolate ] : strangerzonehf/Flux-Xmas-Chocolate-LoRA
+ [ Xmas Isometric Kit ] : strangerzonehf/Flux-Xmas-Isometric-Kit-LoRA
+ [ Xmas Realpix ] : strangerzonehf/Flux-Xmas-Realpix-LoRA
+ [ Xmas Anime ] : strangerzonehf/Flux-Anime-Xmas-LoRA

❄️Collections
+ [ Xmas Art ] : strangerzonehf/christmas-pack-6758b199487adafaddb68f82
+ [ Stranger Zone Collection ] : prithivMLmods/stranger-zone-collections-org-6737118adcf2cb40d66d0c7e

🥶Page
+ [ Stranger Zone ] : https://huggingface.co/strangerzonehf

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@prithivMLmods 🤗

prithivMLmods

posted an update 8 days ago

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strangerzonehf/Flux-Sketch-Flat-LoRA

prithivMLmods

posted an update 16 days ago

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Near 3:2 { 1280*832 } Adapters 🔥

🧪The datasets were prepared for a 3:2 aspect ratio by processing images of any dimension (width × height) in alignment with the adapter's concept. This involved using techniques such as magic expand, magic fill, or outpainting to adjust the remaining parts of the image to achieve the 3:2 ratio & posts training. This approach enhanced the desired image quality to up to 2 MB for detailed prompts and reduced artifacts in images sized at 1280 × 832.

🎈This approach was used instead of cropping down the 2x or 3x zoomed positions in the actual image. It generative filling to adjust the image's aspect ratio proportionally within the dataset.

🔧I used Canva's Magic Expand, Firefly's Generative Fill, and Flux's Outpaint for aspect ratio adjustments.

⬇️Model DLC :
+ [ Microworld Nft ] : strangerzonehf/Flux-Microworld-NFT-LoRA
+ [ Creative Stocks ] : strangerzonehf/Flux-Creative-Stocks-LoRA
+ [ Icon-Kit ] : strangerzonehf/Flux-Icon-Kit-LoRA
+ [ Claymation ] : strangerzonehf/Flux-Claymation-XC-LoRA
+ [ Super Portrait ] : strangerzonehf/Flux-Super-Portrait-LoRA
+ [ Ghibli Art ] : strangerzonehf/Flux-Ghibli-Art-LoRA
+ [ Isometric Site ] : strangerzonehf/Flux-Isometric-Site-LoRA

🧨Page :
1] Stranger Zone: https://huggingface.co/strangerzonehf

💣Space :
1] Flux LoRA DLC: prithivMLmods/FLUX-LoRA-DLC

📦Collections :
1] strangerzonehf/flux-3dxl-engine-674833c14a001d5b1fdb5139
2] prithivMLmods/flux-lora-collections-66dd5908be2206cfaa8519be
3] strangerzonehf/animaker-engine-673714956dec98c400c30cf6
4] strangerzonehf/mixer-engine-673582c9c5939d8aa5bf9533

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@prithivMLmods

1 reply

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ImranzamanML

posted an update 17 days ago

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427

Deep understanding of (C-index) evaluation measure for better model
Lets start with three patients groups:

Group A
Group B
Group C
For each patient, we will predict risk score (higher score means higher risk of early event).

Step 1: Understanding Concordance Index
The Concordance Index (C-index) evaluate that how well the model ranks survival times.

Understand with sample data:
Group A has 3 patients with actual survival times and predicted risk scores:

Patient Actual Survival Time Predicted Risk Score
P1 5 months 0.8
P2 3 months 0.9
P3 10 months 0.2
Comparable pairs:

(P1, P2): P2 has a shorter survival time and a higher risk score → Concordant ✅
(P1, P3): P3 has a longer survival time and a lower risk score → Concordant ✅
(P2, P3): P3 has a longer survival time and a lower risk score → Concordant ✅
Total pairs = 3
Total concordant pairs = 3

C-index for Group A = Concordant pairs/Total pairs= 3/3 = 1.0

Step 2: Calculate C-index for All Groups
Repeat the process for all groups. For now we can assume:

Group A: C-index = 1.0
Group B: C-index = 0.8
Group C: C-index = 0.6
Step 3: Stratified Concordance Index
The Stratified Concordance Index combines the C-index scores of all groups and focusing on the following:

Average performance across groups (mean of C-indices).
Consistency across groups (low standard deviation of C-indices).
Formula:
Stratified C-index = Mean(C-index scores) - Standard Deviation(C-index scores)

Calculate the mean:
Mean=1.0 + 0.8 + 0.6/3 = 0.8

Calculate the standard deviation:
Standard Deviation= sqrt((1.0-0.8)^2 + (0.8-0.8)^2 + (0.6-0.8)^/3) = 0.16

Stratified C-index:
Stratified C-index = 0.8 - 0.16 = 0.64

Step 4: Interpret the Results
A high Stratified C-index means:

The model predicts well overall (high mean C-index).

1 reply

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prithivMLmods

posted an update 19 days ago

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Milestone for Flux.1 Dev 🔥

💢The Flux.1 Dev model has crossed 1️⃣0️⃣,0️⃣0️⃣0️⃣ creative public adapters! 🎈
🔗 https://huggingface.co/models?other=base_model:adapter:black-forest-labs/FLUX.1-dev

💢This includes:
- 266 Finetunes
- 19 Quants
- 4 Merges

💢 Here’s the 10,000th public adapter : 😜
+ strangerzonehf/Flux-3DXL-Partfile-0006

💢 Page :
+ https://huggingface.co/strangerzonehf

💢 Collection :
+ prithivMLmods/flux-lora-collections-66dd5908be2206cfaa8519be

prithivMLmods

posted an update 24 days ago

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Fine-Textured [Polygon] Character 3D Design Renders 🙉

Adapters capable of providing better lighting control (Bn+, Bn-) and richer textures compared to previous sets require more contextual prompts for optimal performance.

The ideal settings are achieved at inference steps around 30–35, with the best dimensions being 1280 x 832 [ 3:2 ]. However, it also performs well with the default settings of 1024 x 1024 [ 1:1 ].

💢Models DLC :
+ strangerzonehf/Flux-3DXL-Partfile-0001
+ strangerzonehf/Flux-3DXL-Partfile-0002
+ strangerzonehf/Flux-3DXL-Partfile-0003
+ strangerzonehf/Flux-3DXL-Partfile-0004
+ strangerzonehf/Flux-3DXL-Partfile-C0001

💢Collections :
1] strangerzonehf/flux-3dxl-engine-674833c14a001d5b1fdb5139
2] prithivMLmods/flux-lora-collections-66dd5908be2206cfaa8519be

💢Space :
1] prithivMLmods/FLUX-LoRA-DLC

💢Page :
1] Stranger Zone: https://huggingface.co/strangerzonehf

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@prithivMLmods 🤗

Tonic

in MISATO-dataset/README 25 days ago

When Chai-1 x MISATO ???

#2 opened 25 days ago by

Tonic

prithivMLmods

posted an update 27 days ago

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3259

HF Posts Receipts 🏆🚀

[ HF POSTS RECEIPT ] : prithivMLmods/HF-POSTS-RECEIPT

🥠The one thing that needs to be remembered is the 'username'.

🥠And yeah, thank you, @maxiw , for creating the awesome dataset and sharing them here! 🙌

🥠[ Dataset ] : maxiw/hf-posts

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@prithivMLmods

prithivMLmods

posted an update 28 days ago

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CRISP 🔥 [ Isometric-3D-Cinematography / Isometric-3D-Obj / 3D-Kawaii / Long Toons ]

[ Flux DLC ] : prithivMLmods/FLUX-LoRA-DLC

[ Stranger Zone ] : https://huggingface.co/strangerzonehf

🎃[ Isometric 3D Cinematography ] : strangerzonehf/Flux-Isometric-3D-Cinematography
🎃[ Isometric 3D ] : strangerzonehf/Flux-Isometric-3D-LoRA
🎃[ Cute 3D Kawaii ] : strangerzonehf/Flux-Cute-3D-Kawaii-LoRA
🌚[ Long Toon 3D ] : prithivMLmods/Flux-Long-Toon-LoRA

[ Stranger Zone Collection ] : https://huggingface.co/collections/prithivMLmods/stranger-zone-collections-6737118adcf2cb40d66d0c7e

[ Flux Collection ] : prithivMLmods/flux-lora-collections-66dd5908be2206cfaa8519be

[ Flux Mix ] : prithivMLmods/Midjourney-Flux

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@prithivMLmods

prithivMLmods

posted an update 30 days ago

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Weekend Dribble 📦🍺

Adapters for Product Ad Backdrops, Smooth Polaroids, Minimalist Sketch cards, Super Blends!!

🤏Demo on: prithivMLmods/FLUX-LoRA-DLC

Stranger Zones :
👉🏼{ Super Blend } : strangerzonehf/Flux-Super-Blend-LoRA

👉🏼{ Product Concept Ad } : prithivMLmods/Flux-Product-Ad-Backdrop
👉🏼{ Frosted Mock-ups } : prithivMLmods/Flux.1-Dev-Frosted-Container-LoRA
👉🏼{ Polaroid Plus } : prithivMLmods/Flux-Polaroid-Plus
👉🏼{Sketch Cards} : prithivMLmods/Flux.1-Dev-Sketch-Card-LoRA

👉Stranger Zone: https://huggingface.co/strangerzonehf

👉Flux LoRA Collections: prithivMLmods/flux-lora-collections-66dd5908be2206cfaa8519be

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@prithivMLmods 🤗

Tonic

in MISATO-dataset/README about 1 month ago

MISATO x Boltz ?

#1 opened about 1 month ago by

Tonic

prithivMLmods

posted an update about 1 month ago

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2025

🍅 Glif App's Remixes feature allows you to slap a logo onto anything, seamlessly integrating the input image (logo) into various contexts. The result is stunning remixes that blend the input logo with generated images (img2img logo mapping) for incredible outcomes.

Check out Any Logo Anywhere remixes on Glif: [Glif Remixes](https://glif.app/glifs/cm3o7dfsd002610z48sz89yih/remixes)

🌐The browser extension enables thousands of Glif-based img2img workflows on any image you find online. Experience Glif Remix with WebAI: [Chrome Extension](https://chromewebstore.google.com/detail/glif-remix-the-web-with-a/abfbooehhdjcgmbmcpkcebcmpfnlingo)

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🤗Have fun with the cool stuff !!
@prithivMLmods

prithivMLmods

posted an update about 1 month ago

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The (768 x 1024) mix of MidJourney and Flux's LoRA is nearly identical to the actual visual design. It hasn’t undergone much concept art development for now. In the meantime, try out the impressive visual designs on:

🥚Midjourney Flux Mix : prithivMLmods/Midjourney-Flux

🥚Adapter for FluxMix : strangerzonehf/Flux-Midjourney-Mix-LoRA

🥚Flux LoRA Collection: prithivMLmods/flux-lora-collections-66dd5908be2206cfaa8519be
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@prithivMLmods 🤗

3 replies

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prithivMLmods

posted an update about 1 month ago

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3929

Minimalistic Adapters 🎃

🚀Demo Here:
prithivMLmods/FLUX-LoRA-DLC

🚀Model:
{ Quote Tuner } : prithivMLmods/Flux.1-Dev-Quote-LoRA
{ Stamp Art } : prithivMLmods/Flux.1-Dev-Stamp-Art-LoRA
{ Hand Sticky } : prithivMLmods/Flux.1-Dev-Hand-Sticky-LoRA
{ Poster HQ } : prithivMLmods/Flux.1-Dev-Poster-HQ-LoRA
{ Ctoon Min } : prithivMLmods/Flux.1-Dev-Ctoon-LoRA

🚀Collection:
{ Flux LoRA Collection} : prithivMLmods/flux-lora-collections-66dd5908be2206cfaa8519be
{ LoRA Space Collection } : prithivMLmods/lora-space-collections-6714b72e0d49e1c97fbd6a32

🚀For More Visit
https://huggingface.co/strangerzonehf
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🤗@prithivMLmods

3 replies

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prithivMLmods

posted an update about 1 month ago

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Animaker / Anime Engine : 🤗

Only on🚀: https://huggingface.co/strangerzonehf

Demo: prithivMLmods/FLUX-LoRA-DLC

Adapters:
->Model 1: strangerzonehf/Flux-Animeo-v1-LoRA
->Model 2: strangerzonehf/Flux-Animex-v2-LoRA

Collections:
->Flux LoRA Collection: prithivMLmods/flux-lora-collections-66dd5908be2206cfaa8519be
->Stranger Zones: https://huggingface.co/collections/prithivMLmods/stranger-zone-collections-6737118adcf2cb40d66d0c7e
->LoRA Spaces: prithivMLmods/lora-space-collections-6714b72e0d49e1c97fbd6a32
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@prithivMLmods

louisbrulenaudet

posted an update about 1 month ago

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I’ve published a new dataset to simplify model merging 🤗

This dataset facilitates the search for compatible architectures for model merging with @arcee_ai’s mergekit, streamlining the automation of high-performance merge searches 📖

Dataset : louisbrulenaudet/mergekit-configs