# Model evaluation

ImagenHub
Imagenhub
ImagenHub is a one-stop repository for standardizing the inference and evaluation of all conditional image generation models. The project first defines seven prominent tasks and creates high-quality evaluation datasets. Second, we build a unified inference pipeline to ensure fair comparisons. Third, we design two human evaluation metrics, semantic consistency and perceptual quality, and establish comprehensive guidelines for evaluating generated images. We train expert reviewers to evaluate model outputs based on the proposed metrics. This human evaluation achieved high inter-rater consistency on 76% of the models. We comprehensively evaluated around 30 models and observed three key findings: (1) The performance of existing models is generally unsatisfactory, with 74% of models scoring lower than 0.5 overall except for text-guided image generation and theme-driven image generation. (2) We examined claims made in published papers and found 83% of the claims to be accurate. (3) Apart from theme-driven image generation, existing automatic evaluation metrics have no Spearman correlation coefficient higher than 0.2. In the future, we will continue to evaluate newly released models and update the rankings to track the progress of the conditional image generation field.
AI image generation
51.1K
phixtral-2x2_8
Phixtral 2x2 8
Phixtral-2x2_8 is the first mixed expert model built from two microsoft/phi-2 models, inspired by the mistralai/Mixtral-8x7B-v0.1 architecture. It surpasses the performance of each individual expert model. This model excels in multiple benchmark datasets including AGIEval, GPT4All, TruthfulQA, and Bigbench. It utilizes a customized version of the mergekit library (mixtral branch) with specific configurations. Users can run Phixtral at 4-bit precision on free T4 GPUs via Colab notebooks. The model has 4.46B parameters and utilizes F16 tensor type.
AI Model
61.3K
Featured AI Tools
Flow AI
Flow AI
Flow is an AI-driven movie-making tool designed for creators, utilizing Google DeepMind's advanced models to allow users to easily create excellent movie clips, scenes, and stories. The tool provides a seamless creative experience, supporting user-defined assets or generating content within Flow. In terms of pricing, the Google AI Pro and Google AI Ultra plans offer different functionalities suitable for various user needs.
Video Production
45.0K
NoCode
Nocode
NoCode is a platform that requires no programming experience, allowing users to quickly generate applications by describing their ideas in natural language, aiming to lower development barriers so more people can realize their ideas. The platform provides real-time previews and one-click deployment features, making it very suitable for non-technical users to turn their ideas into reality.
Development Platform
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ListenHub
Listenhub
ListenHub is a lightweight AI podcast generation tool that supports both Chinese and English. Based on cutting-edge AI technology, it can quickly generate podcast content of interest to users. Its main advantages include natural dialogue and ultra-realistic voice effects, allowing users to enjoy high-quality auditory experiences anytime and anywhere. ListenHub not only improves the speed of content generation but also offers compatibility with mobile devices, making it convenient for users to use in different settings. The product is positioned as an efficient information acquisition tool, suitable for the needs of a wide range of listeners.
AI
45.3K
MiniMax Agent
Minimax Agent
MiniMax Agent is an intelligent AI companion that adopts the latest multimodal technology. The MCP multi-agent collaboration enables AI teams to efficiently solve complex problems. It provides features such as instant answers, visual analysis, and voice interaction, which can increase productivity by 10 times.
Multimodal technology
48.3K
Chinese Picks
Tencent Hunyuan Image 2.0
Tencent Hunyuan Image 2.0
Tencent Hunyuan Image 2.0 is Tencent's latest released AI image generation model, significantly improving generation speed and image quality. With a super-high compression ratio codec and new diffusion architecture, image generation speed can reach milliseconds, avoiding the waiting time of traditional generation. At the same time, the model improves the realism and detail representation of images through the combination of reinforcement learning algorithms and human aesthetic knowledge, suitable for professional users such as designers and creators.
Image Generation
48.0K
OpenMemory MCP
Openmemory MCP
OpenMemory is an open-source personal memory layer that provides private, portable memory management for large language models (LLMs). It ensures users have full control over their data, maintaining its security when building AI applications. This project supports Docker, Python, and Node.js, making it suitable for developers seeking personalized AI experiences. OpenMemory is particularly suited for users who wish to use AI without revealing personal information.
open source
45.8K
FastVLM
Fastvlm
FastVLM is an efficient visual encoding model designed specifically for visual language models. It uses the innovative FastViTHD hybrid visual encoder to reduce the time required for encoding high-resolution images and the number of output tokens, resulting in excellent performance in both speed and accuracy. FastVLM is primarily positioned to provide developers with powerful visual language processing capabilities, applicable to various scenarios, particularly performing excellently on mobile devices that require rapid response.
Image Processing
42.5K
Chinese Picks
LiblibAI
Liblibai
LiblibAI is a leading Chinese AI creative platform offering powerful AI creative tools to help creators bring their imagination to life. The platform provides a vast library of free AI creative models, allowing users to search and utilize these models for image, text, and audio creations. Users can also train their own AI models on the platform. Focused on the diverse needs of creators, LiblibAI is committed to creating inclusive conditions and serving the creative industry, ensuring that everyone can enjoy the joy of creation.
AI Model
6.9M
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