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

Albef

salesforce

AI model preview image
The model, Align before Fuse (Albef), is a technique that generates visualizations of Grad-CAM for text-to-image retrieval models. It aligns the image features with words in the query text, which helps to identify the specific areas in the image that are relevant to the text query. This improves the interpretability and explainability of the text-to-image retrieval model.

Use cases

The Align before Fuse (Albef) model has a range of potential use cases for the technical audience. One use case is in the field of image search and retrieval systems, where Albef can enhance the interpretability and explainability of the search results. For example, it can identify the specific regions in an image that match the user's query text, providing more detailed and informative results. Another potential use case is in content generation, such as generating captions or descriptions for images. Albef can help generate more accurate and contextually relevant captions by aligning the image features with the words in the generated text. Additionally, Albef can be used in the field of natural language processing (NLP) to enrich text understanding. The model could help analyze and interpret textual descriptions of images, improving the understanding and contextual relevance of the text. Overall, the potential applications of Albef span across diverse domains, including image search, content generation, and NLP tasks. Possible products or practical uses of this model could include improved image search engines, more accurate and informative image captions, and enhanced NLP systems for image understanding.

Pricing

Cost per run
$0.04455
USD
Avg run time
81
Seconds
Hardware
Nvidia T4 GPU
Prediction

Creator Models

ModelCostRuns
Blip 2$0.00237,138,146
Blip$0.0005569,000,229

Similar Models

Model
No similar models found

Try it!

You can use this area to play around with demo applications that incorporate the Albef 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
Creatorsalesforce
Model NameAlbef
Description
Grad-CAM visualizations for Align before Fuse
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
Runs3,059
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$0.04455
Prediction HardwareNvidia T4 GPU
Average Completion Time81 seconds