Data · dataset · 2026
Data and code for "Entropy Change in Sampling Predicts Downstream Performance in Neural Networks"
Listed in ScienceDB
The DOI contains both the data and codes for the work "Entropy Change in Sampling Predicts Downstream Performance in Neural Networks".Two tasks are related:vision task.
Description
In "vision data and results.zip" we submit the data used to test the accuracy as well as the data to perform Husimi entropy. Meanwhile the calculated results are also contained in this zip file.
In the file "calculate_imagenet_delta_s.py" and "figure-imagenet.ipynb" we provide the code for calculate the Husimi entropy and the figure plot.NOTE: We add a new version ultilizing the multiscale Husimi-entropy for practical applications.MRI task. In "MRI raw data and results data.zip"we provide the MRI k-space data used to train the network as well as the calculated Husimi entropy data.
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In file "zjj-fMRI.ipynb" provides the code used to train the network and analyze the results.
Links
Where it is published
- DOI doi.org/10.57760/sciencedb.31085 ↗
DOI / persistent id · from scidb cn
Catalogue records · 1
- OAI-PMH record scidb.cn/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=10.57760%2… ↗
metadata API · from scidb cn
Topics
- From keywords
- Earth & Environmental Science · Engineering · Humanities · Life Sciences · Social Science
- Inferred from text
- Magnetic resonance imaging 65%
Provenance · 1 source records, 10 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| ScienceDB | 10.57760/sciencedb.31085 | 10 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| concepts[field].local:field:earth-environmental | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[field].local:field:engineering | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[field].local:field:humanities | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[field].local:field:social-science | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[modality].local:modality:mri | enrichment · scidb cn | keyword-concept-rules@1.0.0 | title+description (65%) |
| description | source · scidb cn | connector:scidb_cn@1.0.0 | /metadata/dc/description |
| license_text | source · scidb cn | connector:scidb_cn@1.0.0 | |
| publication_date | source · scidb cn | connector:scidb_cn@1.0.0 | |
| title | source · scidb cn | connector:scidb_cn@1.0.0 | /metadata/dc/title |