Data · dataset · 2025
Multimodal Sentiment Analysis Experimental Data (Processed MOSI/MOSEI Features & Splits)
Listed in ScienceDB
[Overview]This release targets reproducible experiments for multimodal sentiment/emotion analysis.
Description
It provides de-identified, aligned features and splits derived from the public CMU-MOSI / CMU-MOSEI datasets. No raw audio/video is included—only processed text/audio/vision features and labels for quick reproduction and evaluation.[Structure]data/ - train.zip, valid.zip, test.zip (each contains: text.csv, audio.npz, vision.npz, labels.csv)code-snippets/ (loading + alignment/aggregation examples)docs/ (README, compliance statement)[Features] (edit to match your actual data)- Text: GloVe/BERT sentence-level vectors or word-aligned aggregation- Audio: COVAREP/opensmile stats (frame → segment aggregation)- Vision: OpenFace/Facet features (frame → segment aggregation)- Labels: sentiment intensity or emotion classes following the originals[Usage]Unzip data/* and use code-snippets/load_examples.py.
Works on CPU or PyTorch-DirectML on Windows (tested on AMD 780M).[License & Notice]Released under CC BY-NC 4.0 (non-commercial, with attribution). Original data and terms belong to CMU-MOSI/MOSEI; this release contains derived features only.
Links
Where it is published
- DOI doi.org/10.57760/sciencedb.30368 ↗
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
Provenance · 1 source records, 13 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| ScienceDB | 10.57760/sciencedb.30368 | 11 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · scidb cn | connector:scidb_cn@1.0.0 | |
| 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:audio | enrichment · scidb cn | keyword-concept-rules@1.0.0 | title+description (75%) |
| concepts[modality].local:modality:text | enrichment · scidb cn | keyword-concept-rules@1.0.0 | title+description (75%) |
| concepts[modality].local:modality:video | enrichment · scidb cn | keyword-concept-rules@1.0.0 | title+description (75%) |
| description | source · scidb cn | connector:scidb_cn@1.0.0 | /metadata/dc/description |
| license | source · scidb cn | connector:scidb_cn@1.0.0 | /metadata/dc/rights |
| publication_date | source · scidb cn | connector:scidb_cn@1.0.0 | |
| title | source · scidb cn | connector:scidb_cn@1.0.0 | /metadata/dc/title |