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Author and maintainer: https://github.com/katursis
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#python #chinese #clip #computer_vision #contrastive_loss #coreml_models #deep_learning #image_text_retrieval #multi_modal #multi_modal_learning #nlp #pretrained_models #pytorch #transformers #vision_and_language_pre_training #vision_language

This project is about a Chinese version of the CLIP (Contrastive Language-Image Pretraining) model, trained on a large dataset of Chinese text and images. Here’s what you need to know This model helps you quickly perform tasks like calculating text and image features, cross-modal retrieval (finding images based on text or vice versa), and zero-shot image classification (classifying images without any labeled examples).
- **Ease of Use** The model has been tested on various datasets and shows strong performance in zero-shot image classification and cross-modal retrieval tasks.
- **Resources**: The project includes pre-trained models, training and testing codes, and detailed tutorials on how to use the model for different tasks.

Overall, this project makes it easy to work with Chinese text and images using advanced AI techniques, saving you time and effort.

https://github.com/OFA-Sys/Chinese-CLIP
#python #foundation_models #vision_language_model #vision_language_pretraining

DeepSeek-VL is a powerful, open-source Vision-Language (VL) Model that helps you understand and interact with both images and text. It can process various types of data like logical diagrams, web pages, scientific literature, and natural images. You can use it for different applications, such as describing images, recognizing formulas, and more. The model is available in different sizes and variants, making it flexible for various needs. You can download and use the models freely, even for commercial purposes, under the specified licenses. This tool makes it easier to integrate vision and language understanding into your projects.

https://github.com/deepseek-ai/DeepSeek-VL
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#python #any_to_any #foundation_models #llm #multimodal #unified_model #vision_language_pretraining

The Janus-Series models, including Janus, Janus-Pro, and JanusFlow, are advanced AI tools that combine multimodal understanding and generation capabilities. These models can process both text and images, allowing for tasks like answering questions based on images and generating images from text descriptions. Janus-Pro is an improved version with better performance due to optimized training strategies and larger model sizes. JanusFlow integrates autoregressive language models with rectified flow for efficient image generation. The benefit to the user is the ability to perform complex multimodal tasks with high accuracy and flexibility, making these models useful for a wide range of applications in research and industry.

https://github.com/deepseek-ai/Janus
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#python #agent #context_engineering #electron #embedding_models #memory #proactive_ai #python #python3 #rag #react #vector_database #vision_language_model

MineContext is a special AI tool that helps you work more efficiently. It collects information from your computer screen and other sources, then uses this data to give you useful insights, summaries, and reminders. This helps you stay organized and focused on important tasks. MineContext is also very private because it stores all your data on your local device, not in the cloud. It's like having a personal assistant that helps you manage your digital life better.

https://github.com/volcengine/MineContext