Tagged articles

multiple instance learning

2 articles · Page 1 of 1

Oct 12, 2026 · Artificial Intelligence

scTransMIL: Transformer MIL Traces Cancer from Sample to Cell to Gene

The scTransMIL framework uses Transformer-based multiple instance learning to classify cancer samples, identify malignant cells via disease-relevance scores, and highlight candidate genes through attention mechanisms, validated across 400,000 cells, 30 cancer types, and an independent rheumatoid arthritis study with experimental confirmation.

OGTTransformercancer classification

0 likes · 11 min read

scTransMIL: Transformer MIL Traces Cancer from Sample to Cell to Gene

Network Intelligence Research Center (NIRC)

Oct 23, 2023 · Artificial Intelligence

How Multiple‑Instance Learning Boosts Context Understanding in Video Anomaly Detection

The article reviews the CVPR 2021 MIST framework, explaining how a multiple‑instance pseudo‑label generator and a self‑guided attention encoder work together with sparse continuous sampling to improve context awareness and detection accuracy in weakly‑supervised video anomaly detection.

Attention EncoderComputer VisionSelf‑Training

0 likes · 9 min read

How Multiple‑Instance Learning Boosts Context Understanding in Video Anomaly Detection