Multiple instance learning benchmarks
Project description
MIL Benchmarks
This repository contains a set of multiple-instance learning benchmarks available through a python module.
Benchmarks
Assumption | Source | Function | Positive If |
---|---|---|---|
Absence | mnist | absence.mnist.load_01 |
0 and 1 are absent |
Absence | mnist | absence.mnist.load_12 |
1 and 2 are absent |
Absence | mnist | absence.mnist.load_23 |
2 and 3 are absent |
Absence | mnist | absence.mnist.load_34 |
3 and 4 are absent |
Absence | mnist | absence.mnist.load_45 |
4 and 5 are absent |
Absence | mnist | absence.mnist.load_56 |
5 and 6 are absent |
Absence | mnist | absence.mnist.load_67 |
6 and 7 are absent |
Absence | mnist | absence.mnist.load_78 |
7 and 8 are absent |
Absence | mnist | absence.mnist.load_89 |
8 and 9 are absent |
Absence | fashion | absence.fashion.load_01 |
0 and 1 are absent |
Absence | fashion | absence.fashion.load_12 |
1 and 2 are absent |
Absence | fashion | absence.fashion.load_23 |
2 and 3 are absent |
Absence | fashion | absence.fashion.load_34 |
3 and 4 are absent |
Absence | fashion | absence.fashion.load_45 |
4 and 5 are absent |
Absence | fashion | absence.fashion.load_56 |
5 and 6 are absent |
Absence | fashion | absence.fashion.load_67 |
6 and 7 are absent |
Absence | fashion | absence.fashion.load_78 |
7 and 8 are absent |
Absence | fashion | absence.fashion.load_89 |
8 and 9 are absent |
Absence | cifar10 | absence.cifar10.load_01 |
0 and 1 are absent |
Absence | cifar10 | absence.cifar10.load_12 |
1 and 2 are absent |
Absence | cifar10 | absence.cifar10.load_23 |
2 and 3 are absent |
Absence | cifar10 | absence.cifar10.load_34 |
3 and 4 are absent |
Absence | cifar10 | absence.cifar10.load_45 |
4 and 5 are absent |
Absence | cifar10 | absence.cifar10.load_56 |
5 and 6 are absent |
Absence | cifar10 | absence.cifar10.load_67 |
6 and 7 are absent |
Absence | cifar10 | absence.cifar10.load_78 |
7 and 8 are absent |
Absence | cifar10 | absence.cifar10.load_89 |
8 and 9 are absent |
Complex | fashion | complex.fashion.load_basic_outfit |
See details below |
Complex | fashion | complex.fashion.load_multi_outfit |
See details below |
Presence | mnist | presence.mnist.load_01 |
0 or 1 are present |
Presence | mnist | presence.mnist.load_12 |
1 or 2 are present |
Presence | mnist | presence.mnist.load_23 |
2 or 3 are present |
Presence | mnist | presence.mnist.load_34 |
3 or 4 are present |
Presence | mnist | presence.mnist.load_45 |
4 or 5 are present |
Presence | mnist | presence.mnist.load_56 |
5 or 6 are present |
Presence | mnist | presence.mnist.load_67 |
6 or 7 are present |
Presence | mnist | presence.mnist.load_78 |
7 or 8 are present |
Presence | mnist | presence.mnist.load_89 |
8 or 9 are present |
Presence | fashion | presence.fashion.load_01 |
0 or 1 are present |
Presence | fashion | presence.fashion.load_12 |
1 or 2 are present |
Presence | fashion | presence.fashion.load_23 |
2 or 3 are present |
Presence | fashion | presence.fashion.load_34 |
3 or 4 are present |
Presence | fashion | presence.fashion.load_45 |
4 or 5 are present |
Presence | fashion | presence.fashion.load_56 |
5 or 6 are present |
Presence | fashion | presence.fashion.load_67 |
6 or 7 are present |
Presence | fashion | presence.fashion.load_78 |
7 or 8 are present |
Presence | fashion | presence.fashion.load_89 |
8 or 9 are present |
Presence | cifar10 | presence.cifar10.load_01 |
0 or 1 are present |
Presence | cifar10 | presence.cifar10.load_12 |
1 or 2 are present |
Presence | cifar10 | presence.cifar10.load_23 |
2 or 3 are present |
Presence | cifar10 | presence.cifar10.load_34 |
3 or 4 are present |
Presence | cifar10 | presence.cifar10.load_45 |
4 or 5 are present |
Presence | cifar10 | presence.cifar10.load_56 |
5 or 6 are present |
Presence | cifar10 | presence.cifar10.load_67 |
6 or 7 are present |
Presence | cifar10 | presence.cifar10.load_78 |
7 or 8 are present |
Presence | cifar10 | presence.cifar10.load_89 |
8 or 9 are present |
Standard | mnist | standard.mnist.load_0 |
0 is present |
Standard | mnist | standard.mnist.load_1 |
1 is present |
Standard | mnist | standard.mnist.load_2 |
2 is present |
Standard | mnist | standard.mnist.load_3 |
3 is present |
Standard | mnist | standard.mnist.load_4 |
4 is present |
Standard | mnist | standard.mnist.load_5 |
5 is present |
Standard | mnist | standard.mnist.load_6 |
6 is present |
Standard | mnist | standard.mnist.load_7 |
7 is present |
Standard | mnist | standard.mnist.load_8 |
8 is present |
Standard | mnist | standard.mnist.load_9 |
9 is present |
Standard | fashion | standard.fashion.load_0 |
0 is present |
Standard | fashion | standard.fashion.load_1 |
1 is present |
Standard | fashion | standard.fashion.load_2 |
2 is present |
Standard | fashion | standard.fashion.load_3 |
3 is present |
Standard | fashion | standard.fashion.load_4 |
4 is present |
Standard | fashion | standard.fashion.load_5 |
5 is present |
Standard | fashion | standard.fashion.load_6 |
6 is present |
Standard | fashion | standard.fashion.load_7 |
7 is present |
Standard | fashion | standard.fashion.load_8 |
8 is present |
Standard | fashion | standard.fashion.load_9 |
9 is present |
Standard | cifar10 | standard.cifar10.load_0 |
0 is present |
Standard | cifar10 | standard.cifar10.load_1 |
1 is present |
Standard | cifar10 | standard.cifar10.load_2 |
2 is present |
Standard | cifar10 | standard.cifar10.load_3 |
3 is present |
Standard | cifar10 | standard.cifar10.load_4 |
4 is present |
Standard | cifar10 | standard.cifar10.load_5 |
5 is present |
Standard | cifar10 | standard.cifar10.load_6 |
6 is present |
Standard | cifar10 | standard.cifar10.load_7 |
7 is present |
Standard | cifar10 | standard.cifar10.load_8 |
8 is present |
Standard | cifar10 | standard.cifar10.load_9 |
9 is present |
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