JUHE API Marketplace
DATASET
Open Source Community

NEFER

We provide the NEFER dataset for neuromorphic event‑driven facial expression recognition. It consists of paired RGB and event videos of human faces, annotated with corresponding emotions and facial bounding boxes and landmarks. The dataset includes RGB and event camera sequences; volunteers view each video, which is labeled with one of the seven universal emotions defined by Paul Ekman. Annotation followed a 1‑annotator, 2‑reviewer, 1‑clinical‑expert verification workflow. The data are intended for training AI models for automatic chest CT segmentation (note: description appears to be mismatched; ensure correct context).

Updated 12/8/2023
github

Description

Dataset Overview

Name: NEFER

Purpose: Neuromorphic event‑driven facial expression recognition

Content: Paired RGB and event videos of human faces, annotated with corresponding emotions and facial bounding boxes and landmarks.

Emotion Labels:

  • Disgust
  • Contempt
  • Happiness
  • Fear
  • Anger
  • Surprise
  • Sadness

Additional Label: "None" for instances where volunteers perceived no emotion.

Dataset Structure:

  • event_raw: Raw event‑camera video folders
  • event_frames: Event frames obtained using time‑binary encoding[2]
  • rgb_frames: RGB video frame folders
  • annotations: Multiple CSV files for training and validation, corresponding to RGB and event data (expected emotions). Each file also has a “subjective” version (reported emotions) provided by users.

Training Set Users: [01, 02, 04, 05, 06, 08, 09, 10, 11, 12, 13, 14, 15, 16,21, 22, 23, 24, 25, 26]

Validation Set Users: [03, 07, 17, 19, 27, 28]

Additional Annotations: Facial landmarks and bounding boxes will be provided.

Download Link: Google Drive

AI studio

Generate PPTs instantly with Nano Banana Pro.

Generate PPT Now

Access Dataset

Login to Access

Please login to view download links and access full dataset details.

Topics

Facial Expression Recognition
Neuromorphic Computing

Source

Organization: github

Created: 4/13/2023

Power Your Data Analysis with Premium AI Models

Supporting GPT-5, Claude-4, DeepSeek v3, Gemini and more.

Enjoy a free trial and save 20%+ compared to official pricing.