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Description: KISVM is a package for locating the key instances (e.g., ROIs in image retrieval) in multi-instance learning. There are two versions, i.e., Bag KISVM and Instance KISVM.


•Y.-F. Li, J. T. Kwok, I. W. Tsang, and Z.-H. Zhou. A convex method for locating regions of interest with multi-instance learning. In: Proceedings of the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD'09), Bled, Slovenia, Part II, LNAI 5782, 2009, pp.15-30.

ATTN: This package is free for academic usage. You can run it at your own risk. For other purposes, please contact Prof. Zhi-Hua Zhou (

Requirement: The package was developed with MATLAB (v2008a) and C++. To run this code, "libsvm-MI-SVM" should be available. You only need to run the make.m first to compile the C files (just like libsvm).

ATTN2: This package was developed by Mr. Yu-Feng Li ( For any problem concerning the code, please feel free to contact Mr. Li.

Download: code and data (4.5M)
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