VerboseTechLabs/electronics-assembly-egocentric-sample

🔌 Electronics Assembly — Egocentric Video Dataset (Sample)

This dataset is part of a larger collection of egocentric activity datasets by Verbose Tech Labs LLP. If you want the full dataset, or want access to more categories? Get in touch with us:

• —📞 Phone: +91 7672 000 500
• —💬 WhatsApp: +91 7672 000 500
• —📧 Email: Hello@VerboseTechLabs.com
• —🌐 Website: VerboseTechLabs.com
• —🔗 More datasets: kaggle.com/verbosetechlabsllp

Dataset Summary

First-person point-of-view (POV) video recordings of electronics assembly work, captured on real electronics manufacturing floors. Videos showcase PCB assembly, component placement, soldering, and related electronics production tasks. This is a sample release showcasing the format and quality of our larger electronics manufacturing dataset collection.

Dataset Statistics

Supported Tasks

• —Video classification — classify electronics assembly activities
• —Action recognition — recognize electronics manufacturing actions
• —Fine-grained assembly step detection (component placement, soldering, testing)
• —Hand-object interaction — tweezers, soldering irons, PCBs, components
• —Worker productivity and time-motion analysis
• —Ergonomics research for electronics assembly workers
• —Assistive robotics for electronics manufacturing lines
• —Quality control and defect detection AI training
• —Human-robot collaboration in electronics assembly
• —Industrial AI for smart electronics factories

Dataset Structure

Folder Structure

electronics-assembly-egocentric-sample/
├── videos/
│   ├── electronics_assembly_01.mp4
│   ├── electronics_assembly_02.mp4
│   ├── electronics_assembly_03.mp4
│   ├── electronics_assembly_04.mp4
│   ├── electronics_assembly_05.mp4
│   ├── electronics_assembly_06.mp4
│   └── electronics_assembly_07.mp4
├── metadata.csv
└── README.md

Data Fields

The metadata.csv file contains the following columns:

Clip Overview

Activity Coverage

The dataset captures electronics assembly workflows including:

• —🔌 PCB (Printed Circuit Board) assembly
• —🧲 Component placement and soldering
• —🔧 Manual assembly operations
• —🔍 Quality inspection during assembly
• —🛠️ Tool usage — tweezers, soldering irons, testers

Usage

Load with 🤗 datasets library

from datasets import load_dataset

dataset = load_dataset("verbosetechlabsllp/electronics-assembly-egocentric-sample")
print(dataset)

Load metadata directly with Pandas

import pandas as pd

df = pd.read_csv("hf://datasets/verbosetechlabsllp/electronics-assembly-egocentric-sample/metadata.csv")
print(df.head())
print(f"Total duration: {df['duration_seconds'].sum() / 60:.1f} minutes")

Download a specific video

from huggingface_hub import hf_hub_download

video_path = hf_hub_download(
    repo_id="verbosetechlabsllp/electronics-assembly-egocentric-sample",
    filename="videos/electronics_assembly_02.mp4",
    repo_type="dataset"
)
print(f"Video downloaded to: {video_path}")

Extract sample frames

import cv2, os

def extract_frames(video_path, out_dir, every_n_seconds=10):
    os.makedirs(out_dir, exist_ok=True)
    cap = cv2.VideoCapture(video_path)
    fps = cap.get(cv2.CAP_PROP_FPS)
    frame_interval = int(fps * every_n_seconds)
    count, saved = 0, 0
    while True:
        ret, frame = cap.read()
        if not ret: break
        if count % frame_interval == 0:
            cv2.imwrite(f"{out_dir}/frame_{saved:04d}.jpg", frame)
            saved += 1
        count += 1
    cap.release()
    return saved

Data Collection

• —Camera view: First-person / egocentric (head-mounted or chest-mounted)
• —Environment: Real electronics manufacturing / assembly floor
• —Lighting: Industrial workshop lighting with task illumination
• —Audio: Included in MP4 (ambient soldering, tool, and machine sounds — usable for multimodal research)
• —Recording date: July 2026

Licensing Information

CC BY 4.0 — Free for research and commercial use with attribution.

Citation

@dataset{electronics_assembly_egocentric_2026,
  title  = {Electronics Assembly — Egocentric Video Dataset (Sample)},
  author = {Verbose Tech Labs LLP},
  year   = {2026},
  url    = {https://huggingface.co/datasets/verbosetechlabsllp/electronics-assembly-egocentric-sample}
}

More Datasets from Verbose Tech Labs

This dataset is part of a larger collection of egocentric activity datasets covering:

• —👕 Clothing industry manufacturing
• —🍳 Cooking & food preparation
• —🧹 Household cleaning tasks
• —🏭 Manufacturing unit workflows (sample)
• —🛠️ Skilled commercial work (sample)
• —🧵 Textile manufacturing (sample)
• —🔌 Electronics assembly (this — sample)
• —...and more categories in development

🔗 Browse all our datasets: kaggle.com/verbosetechlabsllp | huggingface.co/verbosetechlabsllp