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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.

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Where it is published

Catalogue records · 1

Topics

Inferred from text
Audio 75% · Text 75% · Video 75%
Provenance · 1 source records, 13 field assertions
SourceKeyLast seenRaw
ScienceDB10.57760/sciencedb.3036811 d agoJSON v1
FieldAssertionExtractorEvidence
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