groundingLMM logo
groundingLMM
★ 969
vs
UI-TARS-desktop logo
UI-TARS-desktop
★ 39.4k

groundingLMM vs UI-TARS-desktop

groundingLMM: GLaMM (Grounding Large Multimodal Model) is an end-to-end trained LMM capable of generating natural language responses integrated with object segmentation masks, enabling visual grounding and versatile interaction with images at multiple granularity levels. It introduces the novel task of Grounded Conversation Generation (GCG), supports various downstream applications like referring expression segmentation and region-level captioning, and is underpinned by the large-scale GranD dataset.; UI-TARS-desktop: UI-TARS Desktop is the desktop application component of the TARS multimodal AI agent stack. It provides a native GUI agent that can understand and interact with your computer's user interface by seeing the screen, running shell commands, and using browser tools. Powered by cutting-edge multimodal LLMs with MCP integration for extending agent capabilities.

01

TL;DR

groundingLMM logo
groundingLMMVision / Multimodal · ★ 969

Interactive visual assistants that understand and respond to user queries about specific image regions.

UI-TARS-desktop logo
UI-TARS-desktopVision / Multimodal · ★ 39.4k
When to choose:
  • You want a visual GUI agent that understands native desktop screens and operates mouse/keyboard actions end-to-end via vision models.
  • You want an open-source multimodal desktop application for cross-application task automation on macOS, Windows, and Linux.
When to skip:
  • You only need web-browser-based automation; Playwright or Scrapling are much faster and more reliable via direct DOM.
  • Your environment lacks a capable GPU or reliable multimodal LLM API with high vision resolution support.
02

Side-by-Side Comparison

Field
groundingLMM logogroundingLMM
UI-TARS-desktop logoUI-TARS-desktop
Category
Vision / Multimodal
Vision / Multimodal
Stars
★ 969
★ 39.4k
License
Apache-2.0
Apache-2.0
Install Command
git clone https://github.com/mbzuai-oryx/groundingLMM.git
npx @agent-tars/cli@latest
Updated
1mo ago
2w ago
Open Source
Yes
Yes
Tags
Multimodal AI, Computer Vision, Natural Language Processing
GUI Agent, Desktop App, Multimodal AI
03

Features

groundingLMM logogroundingLMM
01Generates natural language responses seamlessly integrated with object segmentation masks.
02Supports a novel Grounded Conversation Generation (GCG) task with comprehensive evaluation protocols.
03Performs detailed Region-Level Captioning and answers reasoning-based visual questions.
04Excels in Referring Expression Segmentation by creating segmentation masks from text-based queries.
05Provides high-quality Image Captioning and Conversational Style Question Answering.
UI-TARS-desktop logoUI-TARS-desktop
01Native GUI agent that sees the screen and interacts with desktop applications
02Multimodal LLM-powered visual understanding of any UI
03Browser automation and shell command execution built in
04MCP integration for extending agent capabilities with custom tools
05Cross-platform desktop app with web UI option
04

Use Cases

groundingLMM logogroundingLMM
↳Interactive visual assistants that understand and respond to user queries about specific image regions.
↳Automated annotation tools for creating dense, pixel-level grounded datasets.
↳Advanced image analysis for tasks requiring both visual understanding and detailed textual descriptions with segmentation.
UI-TARS-desktop logoUI-TARS-desktop
↳Automating desktop GUI workflows that don't have APIs by seeing and clicking the UI
↳Building multimodal agents that combine screen understanding with web and file operations
↳Running AI-assisted computer tasks through natural language instructions on desktop
05

Best For

groundingLMM logogroundingLMM
—
UI-TARS-desktop logoUI-TARS-desktop
Most PopularEssentialTrending
FAQ

FAQ

What is the difference between groundingLMM and UI-TARS-desktop?
Both groundingLMM and UI-TARS-desktop are in the Vision / Multimodal category. groundingLMM has 969 stars, while UI-TARS-desktop has 39.4k stars.
Which is better, groundingLMM or UI-TARS-desktop?
The best choice depends on your use case. Choose groundingLMM if Interactive visual assistants that understand and respond to user queries about specific image regions., and UI-TARS-desktop if Automating desktop GUI workflows that don't have APIs by seeing and clicking the UI.
Is groundingLMM free or open source?
Yes, groundingLMM is open source on GitHub (Apache-2.0).
Is UI-TARS-desktop free or open source?
Yes, UI-TARS-desktop is open source on GitHub (Apache-2.0).
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