SOTAVerified

Weakly Supervised Classification

Papers

Showing 125 of 39 papers

TitleStatusHype
PDL: Regularizing Multiple Instance Learning with Progressive Dropout LayersCode1
MSCPT: Few-shot Whole Slide Image Classification with Multi-scale and Context-focused Prompt TuningCode1
Interactive Weak Supervision: Learning Useful Heuristics for Data LabelingCode1
Knodle: Modular Weakly Supervised Learning with PyTorchCode1
CDUL: CLIP-Driven Unsupervised Learning for Multi-Label Image ClassificationCode1
ChestX-ray8: Hospital-scale Chest X-ray Database and Benchmarks on Weakly-Supervised Classification and Localization of Common Thorax DiseasesCode1
Learning Noise Transition Matrix from Only Noisy Labels via Total Variation RegularizationCode1
TransMIL: Transformer based Correlated Multiple Instance Learning for Whole Slide Image ClassificationCode1
Data Efficient and Weakly Supervised Computational Pathology on Whole Slide ImagesCode1
Positive-Unlabeled Learning using Random Forests via Recursive Greedy Risk MinimizationCode1
Ontology-driven weak supervision for clinical entity classification in electronic health recordsCode1
CAMIL: Context-Aware Multiple Instance Learning for Cancer Detection and Subtyping in Whole Slide ImagesCode1
Efficient subtyping of ovarian cancer histopathology whole slide images using active sampling in multiple instance learningCode1
Weakly-Supervised Classification and Detection of Bird Sounds in the Wild.Code1
A Spatially-Aware Multiple Instance Learning Framework for Digital PathologyCode0
Discriminative Topic Mining via Category-Name Guided Text EmbeddingCode0
Easy Learning from Label ProportionsCode0
Effective weakly supervised semantic frame induction using expression sharing in hierarchical hidden Markov modelsCode0
FastClass: A Time-Efficient Approach to Weakly-Supervised Text ClassificationCode0
Label Propagation with Weak SupervisionCode0
Learning from Label Proportions by Learning with Label NoiseCode0
LIME: Weakly-Supervised Text Classification Without SeedsCode0
Lower-Bounded Proper Losses for Weakly Supervised ClassificationCode0
Kernel Density Matrices for Probabilistic Deep LearningCode0
RoFormer for Position Aware Multiple Instance Learning in Whole Slide Image ClassificationCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1TroveF192.7Unverified
#ModelMetricClaimedVerifiedStatus
1TroveF172.9Unverified