Get a weekly rundown of the latest AI models and research... subscribe! https://aimodels.substack.com/

Midas

cjwbw

AI model preview image
MIDAS (Monocular Depth Estimation in Arbitrary Scenes) is a robust monocular depth estimation model. It is designed to predict depth maps from a single RGB image in arbitrary scenes. The model uses a sophisticated encoder-decoder architecture that captures multi-scale depth features. It is trained on a large dataset with ground truth depth maps to learn the relationship between the input image and its corresponding depth map. The model can accurately estimate depth even in challenging situations, such as dynamic scenes, low-light conditions, and scenes with varying lighting conditions.

Use cases

MIDAS, a robust monocular depth estimation model, can have several practical uses and find application in various domains. In robotics, it can assist in navigation and object detection by providing accurate depth information from a single RGB image. This can be particularly helpful in scenarios where depth sensors may be limited or unavailable. In the field of augmented reality, MIDAS could enhance the realism of virtual objects by accurately placing them in the scene based on their estimated depth. Additionally, MIDAS can be valuable in autonomous vehicles, aiding in tasks like road scene understanding, obstacle detection, and path planning. It could also have applications in virtual reality, where depth estimation can improve scene rendering and create a more immersive experience. With its ability to handle challenging situations and varying lighting conditions, MIDAS holds potential for widespread use in industries such as gaming, robotics, and computer vision. Possible products incorporating this model could include depth estimation software for smartphones, AR/VR headsets, or autonomous vehicle systems.

Pricing

Cost per run
$0.0011
USD
Avg run time
2
Seconds
Hardware
Nvidia T4 GPU
Prediction

Creator Models

ModelCostRuns
Eimis_​anime_​diffusion$?0
Dreambooth Pikachu$0.08195513
Cutie$?171
Night Enhancement$0.0104538,658
Controlvideo$?1,834

Similar Models

Model
No similar models found

Try it!

You can use this area to play around with demo applications that incorporate the Midas model. These demos are maintained and hosted externally by third-party creators. If you see an error, message me on Twitter.

Currently, there are no demos available for this model.

Overview

Summary of this model and related resources.

PropertyValue
Creatorcjwbw
Model NameMidas
Description
Robust Monocular Depth Estimation
Tags
Model LinkView on Replicate
API SpecView on Replicate
Github LinkView on Github
Paper LinkView on Arxiv

Popularity

How popular is this model, by number of runs? How popular is the creator, by the sum of all their runs?

PropertyValue
Runs38,800
Model Rank
Creator Rank

Cost

How much does it cost to run this model? How long, on average, does it take to complete a run?

PropertyValue
Cost per Run$0.0011
Prediction HardwareNvidia T4 GPU
Average Completion Time2 seconds