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keshik6  authored a paper about 2 months ago
Re-thinking Model Inversion Attacks Against Deep Neural Networks
keshik6  authored a paper about 2 months ago
Model Inversion Robustness: Can Transfer Learning Help?
keshik6  authored a paper about 2 months ago
Label-Only Model Inversion Attacks via Knowledge Transfer
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Stanford's activity

roseking 
posted an update 1 day ago
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1129
🎉 Update: HF Downloader now supports English!

🌏 We're excited to announce that HF Downloader now fully supports English interface!

✨ What's New:
- Complete English UI
- Bilingual documentation
- Seamless language switching
- Real-time translation of download status

🔍 Whether you're downloading:
- Models
- Datasets
- Spaces

The interface will adapt to your language preference automatically.

🚀 Try it now: Switch languages easily in the top-right corner of the app!

#HuggingFace #OpenSource #Update #GUI
roseking 
posted an update 5 days ago
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2492
🤗 Hugging Face Download Tool

The Hugging Face Download Tool is a sophisticated graphical user interface application designed to simplify the process of downloading resources from Hugging Face repositories. This tool addresses common challenges in model and file downloads through its intelligent features and user-friendly interface.

✨ Key Features
- 🖥️ Intuitive graphical interface for easy operation
- 🔄 Advanced retry mechanism with smart error handling
- ⏸️ Resume capability for interrupted downloads
- 📊 Real-time download status monitoring
- 🔐 Secure access to private repositories via token authentication

🛠️ Technical Highlights
The tool implements several advanced features to ensure reliable downloads:
- 📦 Chunk-based downloading with 1MB segments
- ⚡ Adaptive retry intervals (5-300 seconds) based on error types
- 🔌 Connection pooling for optimized performance
- 🛡️ Built-in rate limiting protection
- 🔑 Secure token handling for private repository access

This tool is ideal for researchers, developers, and AI practitioners who regularly work with Hugging Face resources and need a reliable, user-friendly download solution. 💻 It supports all major operating systems and requires minimal setup, making it accessible to users of all technical levels. 🚀

GitHub：https://github.com/2404589803/hf_downloader
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prithivMLmods 
posted an update 5 days ago
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3378
Triangulum Catalogued 🔥💫

🎯Triangulum is a collection of pretrained and instruction-tuned generative models, designed for multilingual applications. These models are trained using synthetic datasets based on long chains of thought, enabling them to perform complex reasoning tasks effectively.

+ Triangulum-10B : prithivMLmods/Triangulum-10B
+ Quants : prithivMLmods/Triangulum-10B-GGUF

+ Triangulum-5B : prithivMLmods/Triangulum-5B
+ Quants : prithivMLmods/Triangulum-5B-GGUF

+ Triangulum-1B : prithivMLmods/Triangulum-1B
+ Quants : prithivMLmods/Triangulum-1B-GGUF
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prithivMLmods 
posted an update 15 days ago
prithivMLmods 
posted an update 18 days ago
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2474
Qwen2VL Models: Vision and Language Processing 🍉

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

Colab Demo: prithivMLmods/Qwen2-VL-OCR-2B-Instruct

❄️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 19 days ago
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3223
🎄 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 23 days ago
prithivMLmods 
posted an update about 1 month ago
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3832
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
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prithivMLmods 
posted an update about 1 month ago
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2639
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 about 1 month ago
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2736
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 🤗
prithivMLmods 
posted an update about 1 month ago
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3286
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 about 1 month ago
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4111
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 about 1 month ago
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2915
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 🤗
prithivMLmods 
posted an update about 2 months ago
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2033
🍅 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 2 months ago
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3240
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 🤗
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prithivMLmods 
posted an update about 2 months ago
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3941
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 2 months ago
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1681
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
prithivMLmods 
posted an update about 2 months ago
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3254
Funding realism back into the world. 🍺

🔥Stranger Zone's : Super Realism [ strangerzonehf/Flux-Super-Realism-LoRA ]

Demo1 : prithivMLmods/FLUX-LoRA-DLC
Demo2 : prithivMLmods/FLUX-REALISM

Other New adapt.s for dev 🍔 [ updated patch 2 ]

Hosted -> prithivMLmods/FLUX-LoRA-DLC

🍟Digital Chaos: prithivMLmods/Digital-Chaos-Flux-LoRA
🍟Threaded Knitted: prithivMLmods/Knitted-Character-Flux-LoRA
🍟Fashion Hut: prithivMLmods/Fashion-Hut-Modeling-LoRA
🍟Aura 9999: prithivMLmods/Aura-9999
🍟Green Cartoon: prithivMLmods/Green-Cartoon-Flux-LoRA
🍟Pastels: prithivMLmods/Pastel-BG-Flux-LoRA
🍟Retro Pixel: prithivMLmods/Retro-Pixel-Flux-LoRA
🍟CAnime: prithivMLmods/CAnime-LoRA
🍟Pastels: prithivMLmods/Pastel-BG-Flux-LoRA

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🎉LoRA Collection: prithivMLmods/flux-lora-collections-66dd5908be2206cfaa8519be

🎉LoRA Spaces: prithivMLmods/lora-space-collections-6714b72e0d49e1c97fbd6a32

🎉Collection Zero:
prithivMLmods/collection-zero-and-demo-recently-updated-65e48a7dd8212873836ceca2
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@prithivMLmods 🤗
prithivMLmods 
posted an update about 2 months ago
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3467
New adapt.s for dev 🍔

Hosted -> prithivMLmods/FLUX-LoRA-DLC

✨Teen Outfit: prithivMLmods/Teen-Outfit
✨Dark Pink: prithivMLmods/Dark-Thing-Flux-LoRA
✨Shadow Projection: prithivMLmods/Shadow-Projection-Flux-LoRA
✨Abstract Cartoon: prithivMLmods/Abstract-Cartoon-Flux-LoRA
✨Street Bokeh: prithivMLmods/Street-Bokeh-Flux-LoRA
✨Fine Detailed: prithivMLmods/Flux-Realism-FineDetailed
✨Bold Shadows: prithivMLmods/Bold-Shadows-Flux-LoRA
✨Yellow Laser: prithivMLmods/Yellow-Laser-Flux-LoRA

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🎉LoRA Collection: prithivMLmods/flux-lora-collections-66dd5908be2206cfaa8519be

🎉LoRA Spaces: prithivMLmods/lora-space-collections-6714b72e0d49e1c97fbd6a32

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.@prithivMLmods 🤗
prithivMLmods 
posted an update about 2 months ago
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4033
GRID-6X : Layout for Seamless Image Assembly 🔥

🪨Demo: https://huggingface.co/spaces/prithivMLmods/GRID-6X
🪨Doc / Blog: https://huggingface.co/blog/prithivMLmods/grid-6x

In the infer function:
grid_img = Image.new('RGB', (width * grid_size_x, height * grid_size_y))
for i, img in enumerate(result.images[:num_images]):
    grid_img.paste(img, (i % grid_size_x * width, i // grid_size_x * height))

1. **Image Initialization**: grid_img is a blank canvas that will hold the images in a grid format.
2. **Image Placement**: Images are pasted onto the canvas using a loop:
- **Horizontal Position**: (i % grid_size_x) * width calculates the x-coordinate.
- **Vertical Position**: (i // grid_size_x) * height calculates the y-coordinate.

1. **Grid Size Selection**: The user selects the grid size from options like "2x1", "1x2", "2x2", "2x3", "3x2", and "1x1". Each option corresponds to the arrangement of images:
- **2x1**: 2 images in a single row
- **1x2**: 1 image in two rows (column layout)
- **2x2**: 2 rows with 2 images each
- **2x3**: 2 rows with 3 images each
- **3x2**: 3 rows with 2 images each
- **1x1**: A single image (default)

2. **Image Generation**: Based on the grid size selection, the app calculates the number of images to generate. For example:
- If the grid size is "2x2", the app generates 4 images.
- For "3x2", it generates 6 images.

-> Each option arranges images accordingly, providing flexibility in viewing multiple images in one output.

-> Added both of these spaces that support the GRID functionality Layout for Seamless Image Assembly :

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🔥IMAGINEO-4K: prithivMLmods/IMAGINEO-4K

🔥GRID-6X: https://huggingface.co/spaces/prithivMLmods/GRID-6X
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.@prithivMLmods 🤗