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MIL Benchmarks

This repository contains a set of multiple-instance learning benchmarks available through a python module. More details are available on arXiv: https://arxiv.org/abs/2105.01443

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