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Gemma 4

huggingface.co·AI & ML

This Hugging Face Space, created by Google, helps users understand and manage token usage for vision models. Users upload an image or select a sample, then the tool creates resized versions that fit preset token budgets (70, 140, 280, 560, 1120 tokens). It displays the new dimensions and preserves the original aspect ratio.

FreeWeb
GGemma 4 preview
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Overview

4 features

In the AI & ML space, Gemma 4 takes a focused approach. It focuses on optimizing images to fit within specific token budgets for vision-language models without losing important visual information. It is built as a consumer product for AI developers and researchers. Gemma 4 is free to use. Gemma 4 is available on the web.

Behind Gemma 4 is Google, and it first shipped in 2025. Among its 4 catalogued features are Image Resizing, Token Budget Presets, and Aspect Ratio Preservation.

Summary written by a language model from the project’s public pages.

  • ✓Image Resizing
  • ✓Token Budget Presets
  • ✓Aspect Ratio Preservation
  • ✓Dimension Calculator
Tags
vision-token-budgetimage-resizingtoken-optimizationgemma-vision
AI capabilities
Image
Inference: Cloud API

Built with & integrations

Hosting
AWS
AI providers
local_oss
Runs on
Browser
Detected from
AWS
x-amz-cf-id header · x-amz-cf-pop header · via header
local_oss
huggingface in the HTML

Trust & compliance

Verified signals
✓HTTPS✓Free tier

Indexing history

1

What PulseGate has recorded for this listing

  1. Indexed30 Jul · 21:58 UTC
    google/gemma4_vision_token_budget verified against its public source
    Source: PulseGate · Open ↗

Frequently asked questions about Gemma 4

What does Gemma 4 do?
Gemma 4 focuses on optimizing images to fit within specific token budgets for vision-language models without losing important visual information. It is catalogued under AI & ML on PulseGate.
Who should use Gemma 4?
Gemma 4 is a consumer product built for AI developers and researchers.
Does Gemma 4 have a free plan?
Yes — Gemma 4 is free to use.
What platforms does Gemma 4 run on?
Gemma 4 runs on the web.
Is Gemma 4 still active?
Unverified. Gemma 4 has not been re-checked since it entered the index, so there is no finding either way — and only a positive finding would say otherwise.
What projects are similar to Gemma 4?
Similar projects tracked by PulseGate include Gemma 4 12B, Gemma 4 E4B It Qat W4a16 Ct, and Gemma 4 12B IT.Gemma 4 12BGemma 4 E4B It Qat W4a16 CtGemma 4 12B IT
Who develops Gemma 4?
Gemma 4 is developed by Google.
When did Gemma 4 launch?
Gemma 4 first shipped in 2025.

At a glance

Platforms
Web
Languages
English
Built for
AI developers and researchers
Model
B2C
Solves
Optimizing images to fit within specific token budgets for vision-language models without losing important visual information.

Registered as

Hugging Face Spaces
google/gemma4_vision_token_budget

Developer

Google

Live coverage

Identity confidence
Medium · 81.8
Indexed
30 Jul 2026
Lifecycle
Alive
Last seen
30 Jul 2026
Identity audit (13)
Slug
google-gemma4-vision-token-budget-huggingface-co
Lifecycle state recorded
30 Jul 2026
Verification state
Indexed for public listing
Listing state
Listed: yes
Index status
Included in index
Latest evidence snapshot
30 Jul 2026
Timeline basis
Indexed-at chronology. This listing's first-seen date was written by the catalog backfill, not observed here, so it is not treated as a sighting.
Name from
Derived from the project's own page and URL.
Category from
Assigned by a language model.
Summary from
Written by a language model from public pages.
Languages from
Detected by a language model from page content.
Last updated
30 Jul 2026
Canonical URL
https://huggingface.co/spaces/google/gemma4_vision_token_budget

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