Research map / Label-efficient and robust learning / Recognition and long-tail
Drosophila Gene Expression Pattern Annotations via Multi-Instance Biological Relevance Learning
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| use EIR with class-to-bag distance instead of PRW | stage classifier · BDGP stage classification | accuracy: 0.852 -> 0.869 | Helped |
| use EIR instead of RBF-kernel SVM | stage classifier · BDGP stage classification | accuracy: 0.845 -> 0.869 | Helped |
| use EIR instead of 1NN | stage classifier · BDGP stage classification | accuracy: 0.774 -> 0.869 | Helped |
| use EIR instead of LS, LR, HF, RW, PRW and 1NN | anatomical term annotator · 79-term dataset | macro/micro precision and F1 | Helped |
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