component model Search Results


core solution  (Chem Impex International)
95
Chem Impex International core solution
Core Solution, supplied by Chem Impex International, used in various techniques. Bioz Stars score: 95/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/product/component+model/4'-Hydroxyacetanilide/bio_rxiv__2025__04__03__647129-76-1-9
Average 95 stars, based on 1 article reviews
core solution - by Bioz Stars, 2026-10
95/100 stars
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four-component instructional design (4c/id) 1 model  (KU Leuven)
90
KU Leuven four-component instructional design (4c/id) 1 model
Four Component Instructional Design (4c/Id) 1 Model, supplied by KU Leuven, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/product/component+model/four+component+instructional+design++4c+id++1+model/pm40153588-5-18-12
Average 90 stars, based on 1 article reviews
four-component instructional design (4c/id) 1 model - by Bioz Stars, 2026-10
90/100 stars
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sufficient-cause model  (Rothmans Inc)
90
Rothmans Inc sufficient-cause model
Sufficient Cause Model, supplied by Rothmans Inc, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/product/component+model/sufficient+component+cause+model/10__1016_slash_s2214___109x_ascii40_18_ascii41_30420___0-18-3-2
Average 90 stars, based on 1 article reviews
sufficient-cause model - by Bioz Stars, 2026-10
90/100 stars
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component object model (com)  (ActivX Inc)
90
ActivX Inc component object model (com)
Component Object Model (Com), supplied by ActivX Inc, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/product/component+model/component+object+model/us10963622-277-11-10
Average 90 stars, based on 1 article reviews
component object model (com) - by Bioz Stars, 2026-10
90/100 stars
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components/component object model (com) or distributed com (dcom) components  (ActivX Inc)
90
ActivX Inc components/component object model (com) or distributed com (dcom) components
Components/Component Object Model (Com) Or Distributed Com (Dcom) Components, supplied by ActivX Inc, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/product/component+model/components+component+object+model++com++or+distributed+com++dcom++components/us10725636-85-12-5
Average 90 stars, based on 1 article reviews
components/component object model (com) or distributed com (dcom) components - by Bioz Stars, 2026-10
90/100 stars
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6-component load cell  (advanced mechanical technology inc)
90
advanced mechanical technology inc 6-component load cell
6 Component Load Cell, supplied by advanced mechanical technology inc, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/product/component+model/six+component+load+cell+model+mc3a+6+1000/pmc06159759-93-1-9
Average 90 stars, based on 1 article reviews
6-component load cell - by Bioz Stars, 2026-10
90/100 stars
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subprofile model principal component analysis (ssm/pca)  (Forschungszentrum gmbh)
90
Forschungszentrum gmbh subprofile model principal component analysis (ssm/pca)
Subprofile Model Principal Component Analysis (Ssm/Pca), supplied by Forschungszentrum gmbh, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/product/component+model/subprofile+model+principal+component+analysis++ssm+pca+/pm39820101-37-22-6
Average 90 stars, based on 1 article reviews
subprofile model principal component analysis (ssm/pca) - by Bioz Stars, 2026-10
90/100 stars
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1.3 w ir emitter steady state ir source, model ek-5270  (Laser Components GmbH)
90
Laser Components GmbH 1.3 w ir emitter steady state ir source, model ek-5270
1.3 W Ir Emitter Steady State Ir Source, Model Ek 5270, supplied by Laser Components GmbH, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/product/component+model/ir+emitter+steady+state+ir+source+model+ek+5270/pm38157862-526-15-24
Average 90 stars, based on 1 article reviews
1.3 w ir emitter steady state ir source, model ek-5270 - by Bioz Stars, 2026-10
90/100 stars
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single-component exponential recovery model  (OriginLab corp)
90
OriginLab corp single-component exponential recovery model
Single Component Exponential Recovery Model, supplied by OriginLab corp, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/product/component+model/single+component+exponential+recovery+model/pmc11190292-500-18-26
Average 90 stars, based on 1 article reviews
single-component exponential recovery model - by Bioz Stars, 2026-10
90/100 stars
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modeled components  (ZEMAX Development Corporation)
90
ZEMAX Development Corporation modeled components
Modeled Components, supplied by ZEMAX Development Corporation, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/product/component+model/modeled+components/pm23127010-50-1-5
Average 90 stars, based on 1 article reviews
modeled components - by Bioz Stars, 2026-10
90/100 stars
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asl classification model component  (OpenCell Technologies Inc)
90
OpenCell Technologies Inc asl classification model component
The effects of asymmetric loss <t>(ASL)</t> and class confidence <t>weights</t> <t>(CCW)</t> on the class imbalance and weak annotation issues. (A) Results on the 11 categories with small sample sizes before and after using ASL. (B) Results of the prediction with and without using ASL or CCW. The red protein labels in the examples are not reflected in the shown single cells. Incorporating ASL and CCW enables the model to identify the categories of the single cells more accurately, even under weak annotation influence.
Asl Classification Model Component, supplied by OpenCell Technologies Inc, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/product/component+model/asl+classification+model+component/pmc12203501-146-53-27
Average 90 stars, based on 1 article reviews
asl classification model component - by Bioz Stars, 2026-10
90/100 stars
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thermocouples type k model 363-0250  (RS Components)
90
RS Components thermocouples type k model 363-0250
The effects of asymmetric loss <t>(ASL)</t> and class confidence <t>weights</t> <t>(CCW)</t> on the class imbalance and weak annotation issues. (A) Results on the 11 categories with small sample sizes before and after using ASL. (B) Results of the prediction with and without using ASL or CCW. The red protein labels in the examples are not reflected in the shown single cells. Incorporating ASL and CCW enables the model to identify the categories of the single cells more accurately, even under weak annotation influence.
Thermocouples Type K Model 363 0250, supplied by RS Components, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/product/component+model/thermocouples+type+k+model+363+0250/pmc12124499-103-16-33
Average 90 stars, based on 1 article reviews
thermocouples type k model 363-0250 - by Bioz Stars, 2026-10
90/100 stars
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Image Search Results


The effects of asymmetric loss (ASL) and class confidence weights (CCW) on the class imbalance and weak annotation issues. (A) Results on the 11 categories with small sample sizes before and after using ASL. (B) Results of the prediction with and without using ASL or CCW. The red protein labels in the examples are not reflected in the shown single cells. Incorporating ASL and CCW enables the model to identify the categories of the single cells more accurately, even under weak annotation influence.

Journal: Bioinformatics

Article Title: Knowledge-enhanced protein subcellular localization prediction from 3D fluorescence microscope images

doi: 10.1093/bioinformatics/btaf331

Figure Lengend Snippet: The effects of asymmetric loss (ASL) and class confidence weights (CCW) on the class imbalance and weak annotation issues. (A) Results on the 11 categories with small sample sizes before and after using ASL. (B) Results of the prediction with and without using ASL or CCW. The red protein labels in the examples are not reflected in the shown single cells. Incorporating ASL and CCW enables the model to identify the categories of the single cells more accurately, even under weak annotation influence.

Article Snippet: The results indicated that the most critical components in classification performance were the ASL and the 2D branch, and CCW has the most significant impact on the OpenCell dataset, which aligns closely with its weak annotation issue. shows that incorporating ASL has enhanced the accuracy for categories with small sample sizes, demonstrating that ASL could perform well in the class imbalance situation.

Techniques: