Multiple Instance Learning: A Survey of Problem Characteristics and Applications.

Marc-André Carbonneau,Veronika Cheplygina,Eric Granger,Ghyslain Gagnon

Pattern Recognition（2018）

引用 414|浏览138

暂无评分

摘要

•The characteristics specific of MIL problems are formally identified and described.•MIL methods and applications are reviewed in the light of the problem characteristics.•Comparative experiments show the impact of problem characteristics on 16 reference methods.•Recommendation are issued for future benchmarking.•Promising avenue of research are identified.

查看译文

关键词

Multiple instance learning,Weakly supervised learning,Classification,Multi-instance learning,Computer vision,Computer aided diagnosis,Document classification,Drug activity prediction

AI 理解论文

溯源树

样例

生成溯源树，研究论文发展脉络

Chat Paper

正在生成论文摘要