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multi-instance learning

129 papers

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Also known as

MIML MIL

Co-occurring keywords

weakly supervised learning (1323) relation extraction (915) distant supervision (314) whole slide image (111) multi-label learning (117) attention mechanism (3975) semi-supervised learning (2331) self-supervised learning (3751) graph neural network (3945) medical imaging (960)

Papers

Rethinking Multi-Instance Learning Through Graph-Driven Fusion: A Dual-Path Approach to Adaptive Representation AAAI 2026
Content-aware Information Compression and Selection for Whole Slide Image Analysis AAAI 2026
Dual Graph Disambiguation for Multi-Instance Partial-Label Learning AAAI 2026
Libra-MIL: Multimodal Prototypes Stereoscopic Infused with Task-specific Language Priors for Few-shot Whole Slide Image Classification AAAI 2026
Fused Similarity Measure Based Alignment with Dual-Scale Adaptive Selection for Weakly Supervised Video Anomaly Detection WACV 2026
Exploiting Label-Independent Regularization from Spatial Patterns for Whole Slide Image Analysis WACV 2026
GMMamba: Group Masking Mamba for Whole Slide Image Classification ICCV 2025
MagicColor: Multi-Instance Sketch Colorization ICCV 2025
Fast and Accurate Gigapixel Pathological Image Classification with Hierarchical Distillation Multi-Instance Learning CVPR 2025
Self-Classification Enhancement and Correction for Weakly Supervised Object Detection IJCAI 2025
MimicGait: A Model Agnostic Approach for Occluded Gait Recognition using Correlational Knowledge Distillation WACV 2025
OODML: Whole Slide Image Classification Meets Online Pseudo-Supervision and Dynamic Mutual Learning AAAI 2025
M3amba: Memory Mamba is All You Need for Whole Slide Image Classification CVPR 2025
Fast Multi-Instance Partial-Label Learning AAAI 2025
Every Component Counts: Rethinking the Measure of Success for Medical Semantic Segmentation in Multi-Instance Segmentation Tasks AAAI 2025
MIETT: Multi-Instance Encrypted Traffic Transformer for Encrypted Traffic Classification AAAI 2025
Rethinking Transformer for Long Contextual Histopathology Whole Slide Image Analysis NIPS 2024
Exploiting Conjugate Label Information for Multi-Instance Partial-Label Learning IJCAI 2024
Dynamic Policy-Driven Adaptive Multi-Instance Learning for Whole Slide Image Classification CVPR 2024
Transformer-Based Video-Structure Multi-Instance Learning for Whole Slide Image Classification AAAI 2024
Multi-Instance Partial-Label Learning with Margin Adjustment NIPS 2024
Provable Multi-instance Deep AUC Maximization with Stochastic Pooling ICML 2023
On Learning Latent Models with Multi-Instance Weak Supervision NIPS 2023
Noise-Robust Semi-Supervised Learning for Distantly Supervised Relation Extraction EMNLP 2023
MISC210K: A Large-Scale Dataset for Multi-Instance Semantic Correspondence CVPR 2023