CogVLM & CogAgent

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CogVLM and CogAgent are powerful open-source visual language models that excel in image understanding and multi-turn dialogue.0
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What is CogVLM & CogAgent?

CogVLM and CogAgent are powerful open-source visual language models that excel in image understanding and multi-turn dialogue. CogVLM-17B achieves state-of-the-art performance on various cross-modal benchmarks, showcasing its robust capabilities in image captioning, visual question answering, and grounding tasks. CogAgent-18B, an improved version, further enhances these abilities and introduces GUI Agent functionalities, enabling interactions with high-resolution images and performing tasks on GUI screenshots.

Key Features:

1️⃣ Image Understanding & Dialogue (CogVLM-17B):

  • 🖼️ Handles image understanding and generates detailed descriptions.

  • 💬 Engages in multi-turn dialogues with visual context.

2️⃣ GUI Agent & Enhanced Abilities (CogAgent-18B):

  • 🖥️ Supports high-resolution image inputs (1120x1120) for better visual understanding.

  • 👨‍💻 Possesses GUI Agent capabilities, performing tasks and answering questions related to GUI screenshots.

  • 📚 Demonstrates improved OCR-related capabilities through specialized training.

3️⃣ Grounding & Multiple Dialogue Modes:

  • 📍 Provides image descriptions with bounding box coordinates for objects.

  • 🔎 Retrieves bounding box coordinates based on object descriptions.

  • 📝 Generates descriptions from specified bounding box coordinates.

Use Cases:

  • 🤖 Natural Language Visual Reasoning:CogVLM and CogAgent excel in tasks that require visual understanding and language generation, such as image captioning, visual question answering, and grounding tasks.

  • 💻 GUI Interaction and Automation:CogAgent's GUI Agent capabilities make it suitable for tasks involving interactions with GUI screenshots, such as web pages, applications, and software.

  • 📚 Question Answering with Visual Context:Both models can answer questions related to images, providing informative responses that leverage their understanding of the visual context.

  • 📝 Language Generation with Visual Input:Given an image, CogVLM and CogAgent can generate detailed descriptions, stories, or dialogue that are coherent with the visual content.


CogVLM and CogAgent are versatile visual language models that combine image understanding, multi-turn dialogue, and GUI Agent functionalities. Their powerful capabilities make them valuable assets for various applications, including natural language-based visual reasoning, GUI interaction and automation, question answering with visual context, and language generation with visual input.

  • CogVLM & CogAgent

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CogVLM & CogAgent was manually vetted by our editorial team and was first featured on September 4th 2024.
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