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Mirage

Mirage by Cactus-Compute, a image-text-to-text model with object detection, multimodal capabilities. Understand and compare object detection, multimodal features, benchmarks, and capabilities.

Comparison

FeatureMirageInterfaze
Input Modalities

text, image

image, text, audio, video, document

Native OCRNoYes
Long Document ProcessingNoYes
Language Support

7 partial

162+

Native Speech-to-TextNoYes
Native Object DetectionYesYes
Guardrail ControlsNoYes
Context Input Size

unknown

1M

Tool CallingNo

Tool calling supported + built in browser, code execution and web search

Object Detection Capabilities

FeatureMirageInterfaze
Object Bounding BoxesPartialYes
Object Segmentation MasksPartialYes
Confidence ScoresPartialYes
Dense Image ProcessingNoYes
Low Quality ImagesNoYes
Industry-SpecificNoYes
GUI Element DetectionNoYes

Scaling

FeatureMirageInterfaze
Scaling

Self-hosted/Provider-hosted with quantization

Unlimited

Try InterfazeRead the Docs

View model card on Hugging Face

Mirage overview with scene descriptions, object detection, OCR, segmentation, spatial relations and decisions

A vision model for image understanding and structured extraction.

Get started

pip install -U cactus-compute
import cactus

print(cactus.Mirage().describe("photo.png"))

The package downloads and caches the engine and weights on first use. This repository provides mirage.cact, mirage.safetensors and the model config.

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