الرئيسية الأخبار أحدث الأوراق البحثية الدروس مجموعات البيانات الموسوعة SOTA نماذج LLM لوحة الأداء GPU الفعاليات

العربية

Multiple Instance Learning On Camelyon16

المقاييس

ACC

AUC

النتائج

نتائج أداء النماذج المختلفة على هذا المعيار القياسي

اسم النموذج	ACC	AUC	Paper Title	Repository
DSMIL	0.8682	0.8944	Dual-stream Multiple Instance Learning Network for Whole Slide Image Classification with Self-supervised Contrastive Learning	-
Snuffy (DINO Exhaustive)	0.948	0.987	Snuffy: Efficient Whole Slide Image Classifier	-
CAMIL	0.917	0.959	CAMIL: Context-Aware Multiple Instance Learning for Cancer Detection and Subtyping in Whole Slide Images	-
DGMIL	0.8018	0.8368	DGMIL: Distribution Guided Multiple Instance Learning for Whole Slide Image Classification	-
TransMIL	0.8837	0.9309	TransMIL: Transformer based Correlated Multiple Instance Learning for Whole Slide Image Classification	-
DSMIL-LC	0.8992	0.9165	Dual-stream Multiple Instance Learning Network for Whole Slide Image Classification with Self-supervised Contrastive Learning	-
DTFD-MIL (AFS)	0.908	0.946	DTFD-MIL: Double-Tier Feature Distillation Multiple Instance Learning for Histopathology Whole Slide Image Classification	-
DTFD-MIL (MaxS)	0.864	0.907	DTFD-MIL: Double-Tier Feature Distillation Multiple Instance Learning for Histopathology Whole Slide Image Classification	-
Snuffy (MAE Adapter)	0.900	0.910	Snuffy: Efficient Whole Slide Image Classifier	-
CAMIL (CAMIL-G)	0.891	0.95	CAMIL: Context-Aware Multiple Instance Learning for Cancer Detection and Subtyping in Whole Slide Images	-
Snuffy (SimCLR Exhaustive)	0.952	0.970	Snuffy: Efficient Whole Slide Image Classifier	-
CAMIL (CAMIL-L)	0.91	0.953	CAMIL: Context-Aware Multiple Instance Learning for Cancer Detection and Subtyping in Whole Slide Images	-
DTFD-MIL (MAS)	0.897	0.945	DTFD-MIL: Double-Tier Feature Distillation Multiple Instance Learning for Histopathology Whole Slide Image Classification	-
DTFD-MIL (MaxMinS)	0.899	0.941	DTFD-MIL: Double-Tier Feature Distillation Multiple Instance Learning for Histopathology Whole Slide Image Classification	-

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Multiple Instance Learning On Camelyon16 | SOTA | HyperAI