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CLAM

Weakly supervised whole-slide image classification

Weakly supervised whole-slide image classification. Attention maps are not proof of causal pathology; evaluate across institutions and scanners.

Weakly supervised whole-slide image classificationInput: Slide image features and slide-level labelsOutput: Slide classifications and attention maps

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Overview

Weakly supervised whole-slide image classification. Attention maps are not proof of causal pathology; evaluate across institutions and scanners.

Information checked against an official source; not a hands-on test. Source · Last reviewed: 17/09/2026, 16:20:54

Key Features

Weakly supervised whole-slide image classification
Input: Slide image features and slide-level labels
Output: Slide classifications and attention maps

Interactive 3D Structure

CLAM Predicted Complex

Streams real 3D atomic coordinates from RCSB Protein Data Bank

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pLDDT / B-Factor:

>90 Very high 70-90 Confident 50-70 Low <50 Very low

Academic Context & Research Evidence

Biological & Workflow Fit

Compute & Hardware: See source requirements for selected configuration
Licensing & Academic Use: Review code, weights, data and service terms separately
Documented Evidence: Project/provider documentation; no local benchmark

Cite this Tool

Use this citation format when referencing CLAM in scientific publications and benchmark papers.

@software{clam_2026,
  title = {{CLAM}},
  author = {{Mahmood laboratory}},
  year = {2026},
  url = {https://github.com/mahmoodlab/CLAM},
  note = {Indexed on aibioatlas - AI for Biology and Drug Discovery}
}

Peer-Reviewed Literature & Preprints

Live scientific citations streamed from Europe PMC and PubMed for CLAM.

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Technical / Product Information

Missing values mean the catalog has no recorded information. They do not mean a feature is absent.

Entry typeResearch software / framework

Access modePublic code / project terms

AI roleScientific machine learning

Input dataSlide image features and slide-level labels

Output dataSlide classifications and attention maps

Licence conditionsReview code, weights, data and service terms separately

Commercial eligibilityNot independently confirmed

Compute requirementsSee source requirements for selected configuration

ValidationNot recorded

TypeNot recorded

Intended useBiological and pharmaceutical research

CompatibilityNot recorded

LimitationsAttention maps are not proof of causal pathology; evaluate across institutions and scanners.

Evidence levelProject/provider documentation; no local benchmark

AvailabilitySee project release and maintenance status

Price / accessSee project terms; compute costs may apply

Research fit & compatibility

No software–hardware integration has been verified for this entry yet. Explore documented research workflows.

Gallery & resources

No licensed product photograph recorded for CLAM yet. Visit the official resource below for manufacturer imagery.

Resource: Project documentation and evidence ↗ · github.com

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FAQ

Where is this product available?

See project release and maintenance status

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Peer Reviews & Community Ratings

Feedback from researchers and computational biologists evaluating CLAM.

5.0

★★★★★Based on 0 researcher evaluations

Biological Accuracy

4.8/5

Ease of Installation

4.3/5

Documentation & Code

4.6/5