datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
PCB-Solder-Joint-Defect-Detection-Dataset
PCB Solder Joint Defect Detection Dataset
The PCB manufacturing industry is facing challenges in maintaining high-quality standards, particularly in the detection of solder joint defects post-wave and reflow soldering. Existing solutions often rely on manual inspection or less efficient automated systems that are prone to errors. This dataset aims to address the specific technical challenge of accurately identifying and classifying defects in solder joints, fulfilling the business… See the full description on the dataset page: https://huggingface.co/datasets/Mobiusi/PCB-Solder-Joint-Defect-Detection-Dataset.Smart-Projector-Image-Classification-Dataset
Smart Projector Image Classification Dataset
With the rapid development of smart devices, a variety of portable projectors have emerged in the market. In practical applications, accurately recognizing and classifying the appearance images of these projectors has become a technical challenge. Current image recognition technology often yields poor classification results due to insufficient datasets or inaccurate annotations when dealing with different brands and models of projectors.… See the full description on the dataset page: https://huggingface.co/datasets/Mobiusi/Smart-Projector-Image-Classification-Dataset.Beauty-Aid-Tools-Image-Classification-Dataset
Beauty Aid Tools Image Classification Dataset
With the rapid development of the retail e-commerce industry, the market demand for beauty aid tools is continuously increasing. However, current image classification technologies face many challenges, such as diverse product forms and complex usage scenarios, leading to low accuracy and efficiency in product recognition. Existing solutions often rely on manual labeling, which involves a large amount of work and is difficult to maintain.… See the full description on the dataset page: https://huggingface.co/datasets/Mobiusi/Beauty-Aid-Tools-Image-Classification-Dataset.Amusement-Park-Game-Facility-Recognition-Image-Dataset
Amusement Park Game Facility Recognition Image Dataset
In the retail e-commerce sector, as consumer demand for amusement park facilities increases, merchants face challenges in quickly identifying and managing various facilities. Existing image recognition technologies still lack in accuracy and speed, especially in scenarios with diverse facility combinations. This dataset aims to enhance the precision and efficiency of amusement park facility recognition, satisfying the business… See the full description on the dataset page: https://huggingface.co/datasets/Mobiusi/Amusement-Park-Game-Facility-Recognition-Image-Dataset.Induction-Cooker-Ceramic-Panel-Crack-Identification-Dataset
Induction Cooker Ceramic Panel Crack Identification Dataset
In the current industrial field, the crack problem of induction cooker ceramic panels poses a threat to product safety, leading to potential explosion risks. Existing detection methods mostly rely on manual inspection, which is inefficient and prone to errors. This dataset aims to provide high-quality crack image data to train machine learning models, automating the detection process and improving detection efficiency and… See the full description on the dataset page: https://huggingface.co/datasets/Mobiusi/Induction-Cooker-Ceramic-Panel-Crack-Identification-Dataset.Mercury-Thermometer-Temperature-Classification-Dataset-in-Home-Scenarios
Mercury Thermometer Temperature Classification Dataset in Home Scenarios
In the current medical industry, home care and health monitoring are increasingly emphasized, especially since the accuracy of temperature monitoring directly affects the early diagnosis and treatment of diseases. However, due to users' different understanding of how to use thermometers, the reliability of measurement results has been insufficient. Existing solutions rely heavily on manual annotation and… See the full description on the dataset page: https://huggingface.co/datasets/Mobiusi/Mercury-Thermometer-Temperature-Classification-Dataset-in-Home-Scenarios.Infant-Sleep-Posture-Recognition-Image-Dataset
Infant Sleep Posture Recognition Image Dataset
Currently, there are many challenges in improving infant sleep safety, including the difficulty of assessing posture and monitoring sleep status without affecting normal infant sleep. Existing monitoring equipment often relies on clothing sensors, which may cause discomfort and excessive interference. This dataset aims to address the risk of asphyxiation caused by incorrect infant sleep posture through visual recognition technology… See the full description on the dataset page: https://huggingface.co/datasets/Mobiusi/Infant-Sleep-Posture-Recognition-Image-Dataset.Crop-Pest-and-Disease-Classification-Dataset
Crop Pest and Disease Classification Dataset
The current agricultural industry faces severe threats to crop yield and quality from pests and diseases. Traditional manual identification methods are inefficient and prone to errors. Existing solutions mostly rely on expert experience, lacking systematic and efficient approaches. This dataset aims to assist in the development of efficient AI models for automatic pest and disease classification by providing diverse crop pest and disease… See the full description on the dataset page: https://huggingface.co/datasets/Mobiusi/Crop-Pest-and-Disease-Classification-Dataset.Hair-Dryer-Nozzle-Type-Recognition-Dataset
Hair Dryer Nozzle Type Recognition Dataset
In the current retail e-commerce industry, there is a growing need for accurate product classification to enhance customer shopping experiences. However, existing solutions often struggle with classifying various hair dryer nozzle types due to high variability in design and appearance. This dataset aims to address the technical challenge of recognizing and categorizing nozzle types, which is crucial for improving product recommendations and… See the full description on the dataset page: https://huggingface.co/datasets/Mobiusi/Hair-Dryer-Nozzle-Type-Recognition-Dataset.Infusion-Bottle-Liquid-Type-Classification-Image-Dataset
Infusion Bottle Liquid Type Classification Image Dataset
The current medical industry faces challenges in liquid infusion management, such as inaccurate classification and low processing efficiency. Traditional manual classification methods often rely on experience, which can lead to errors. Existing solutions lack sufficient training data, resulting in inadequate accuracy of intelligent classification models. This dataset aims to provide a rich collection of liquid type image data… See the full description on the dataset page: https://huggingface.co/datasets/Mobiusi/Infusion-Bottle-Liquid-Type-Classification-Image-Dataset.Pansy-Recognition-Image-Dataset
Pansy Recognition Image Dataset
Currently, garden management faces the challenge of efficiently and accurately identifying flower varieties. Traditional manual identification relies on experience and is inefficient. Existing image recognition technologies still need improvement in the accuracy of specific flower types, especially in complex backgrounds. This dataset aims to address common accuracy deficiencies in pansy recognition by providing a large number of high-quality images… See the full description on the dataset page: https://huggingface.co/datasets/Mobiusi/Pansy-Recognition-Image-Dataset.Mold-Template-Defect-Recognition-Dataset
Mold Template Defect Recognition Dataset
In the industrial sector, mold quality inspection is crucial for ensuring product integrity but faces challenges such as inconsistent defect detection and high rates of false negatives. Existing solutions often rely on manual inspection, which is time-consuming and prone to human error, leading to inefficiencies. This dataset aims to address these challenges by providing a comprehensive collection of labeled images that enhance machine… See the full description on the dataset page: https://huggingface.co/datasets/Mobiusi/Mold-Template-Defect-Recognition-Dataset.Durian-Plantation-Disease-Leaf-Rot-Detection-Image-Dataset
Durian Plantation Disease Leaf Rot Detection Image Dataset
Ensures high-quality data through multiple rounds of annotation and automated consistency checks, combined with reviews by agricultural pathology experts. The annotation team consists of 10 professionals in agriculture and computer vision. Pre-processing steps include noise reduction, size adjustments, and color normalization to enhance the model's recognition capabilities. Data is stored in JPG format, organized… See the full description on the dataset page: https://huggingface.co/datasets/Mobiusi/Durian-Plantation-Disease-Leaf-Rot-Detection-Image-Dataset.Connecting-Rod-Structure-Detection-Dataset
Connecting Rod Structure Detection Dataset
The Connecting Rod Structure Detection Dataset is created to address the increasing demand for quality control in the industrial sector, where the detection of defects such as deformation and misalignment in connecting rods is critical. Traditional inspection methods are often labor-intensive and prone to human error, leading to inefficiencies and high costs. This dataset aims to provide a robust solution for automated defect detection… See the full description on the dataset page: https://huggingface.co/datasets/Mobiusi/Connecting-Rod-Structure-Detection-Dataset.Traffic-Congestion-Recognition-Dataset
Traffic Congestion Recognition Dataset
The main challenge currently faced by the transportation industry is the increasingly severe urban congestion problem, leading to low traffic efficiency and aggravated environmental pollution. Existing traffic monitoring systems often rely on static data, lacking real-time performance and flexibility. To solve this problem, this dataset aims to provide high-quality congestion recognition data to support real-time decision-making and management… See the full description on the dataset page: https://huggingface.co/datasets/Mobiusi/Traffic-Congestion-Recognition-Dataset.Sunscreen-Products-Image-Classification-Dataset
Sunscreen Products Image Classification Dataset
Currently, the retail e-commerce industry faces challenges such as low efficiency in product classification and difficulties in consumer search, especially with sunscreen products, where customers find it hard to quickly locate the required items. Existing image classification solutions lack accuracy and response speed. This dataset aims to improve the accuracy and efficiency of product recognition through high-quality images of… See the full description on the dataset page: https://huggingface.co/datasets/Mobiusi/Sunscreen-Products-Image-Classification-Dataset.Soil-Fertility-and-Seedling-Relationship-Dataset
Soil Fertility and Seedling Relationship Dataset
The agricultural industry faces challenges of insufficient soil fertility and poor seedling growth, leading to reduced crop yields. Existing solutions often rely on traditional soil testing methods that cannot monitor and evaluate seedling growth in real-time. This dataset aims to help researchers and agricultural practitioners analyze the relationship between soil fertility and seedling growth through high-quality image data. The… See the full description on the dataset page: https://huggingface.co/datasets/Mobiusi/Soil-Fertility-and-Seedling-Relationship-Dataset.Maternity-Wear-Image-Classification-Dataset
Maternity Wear Image Classification Dataset
With the rapid development of the e-commerce industry, the demand for maternity wear is gradually increasing. However, current image classification technology still faces challenges in accuracy and data scarcity when identifying different styles of maternity wear. Most existing solutions rely on manual labeling, which is inefficient and prone to errors. This dataset aims to improve the accuracy of automated classification by providing… See the full description on the dataset page: https://huggingface.co/datasets/Mobiusi/Maternity-Wear-Image-Classification-Dataset.Wiper-Motor-Detection-Dataset
Wiper Motor Detection Dataset
The automotive industry faces significant challenges in ensuring the reliability and functionality of components like wiper motors, which are critical for vehicle safety. Current inspection methods often rely on manual checks, leading to inconsistencies and potential oversight. This dataset aims to address the need for automated detection and classification of wiper motor conditions through advanced image processing techniques. The dataset comprises… See the full description on the dataset page: https://huggingface.co/datasets/Mobiusi/Wiper-Motor-Detection-Dataset.Washing-Machine-Appearance-Recognition-Dataset
Washing Machine Appearance Recognition Dataset
The washing machine industry faces challenges in accurately identifying different types of washing machines, such as drum, pulsator, and mini types, which complicates inventory management and enhances the risk of misclassification. Current solutions often rely on manual classification, which is time-consuming and error-prone. This dataset aims to provide a robust framework for training machine learning models that can automate the… See the full description on the dataset page: https://huggingface.co/datasets/Mobiusi/Washing-Machine-Appearance-Recognition-Dataset.Generator-Inspection-Dataset
Generator Inspection Dataset
Currently, the industrial sector faces significant challenges in ensuring the quality and safety of generator operations. With the increasing complexity of generator designs, timely and accurate inspection becomes paramount. Existing solutions often rely on manual inspection, which is time-consuming and prone to human error. This dataset aims to address the need for automated inspection techniques by providing a comprehensive collection of images… See the full description on the dataset page: https://huggingface.co/datasets/Mobiusi/Generator-Inspection-Dataset.Air-Conditioning-Heat-Exchanger-Fin-Damage-Detection-Dataset
Air Conditioning Heat Exchanger Fin Damage Detection Dataset
The current industrial landscape faces significant challenges in ensuring the performance and reliability of air conditioning heat exchangers. Common issues include warping and breakage of the fins, which can severely impact heat exchange efficiency. Existing solutions often lack adequate datasets for training machine learning models to detect these defects accurately. This dataset aims to address the specific need for… See the full description on the dataset page: https://huggingface.co/datasets/Mobiusi/Air-Conditioning-Heat-Exchanger-Fin-Damage-Detection-Dataset.Traffic-Congestion-Dataset-in-Adverse-Weather
Traffic Congestion Dataset in Adverse Weather
The current traffic industry faces challenges including the impact of weather changes on traffic flow. Under adverse weather conditions, traffic congestion becomes more pronounced. Existing traffic management systems often lack specific data support for traffic conditions under different weather scenarios, leading to less precise decision-making. This dataset aims to provide a rich collection of traffic congestion images in adverse… See the full description on the dataset page: https://huggingface.co/datasets/Mobiusi/Traffic-Congestion-Dataset-in-Adverse-Weather.Engine-Oil-Seal-Detection-Dataset
Engine Oil Seal Detection Dataset
The Engine Oil Seal Detection Dataset was created to address the growing need for effective monitoring and quality control in the automotive industry, specifically focusing on oil seal integrity. Current industry practices often rely on manual inspections, which are time-consuming and prone to human error. This dataset aims to fill the gap by providing high-quality images of oil seals under various conditions for training automated detection… See the full description on the dataset page: https://huggingface.co/datasets/Mobiusi/Engine-Oil-Seal-Detection-Dataset.Smart-Air-Conditioner-Image-Classification-Dataset
Smart Air Conditioner Image Classification Dataset
The current smart device industry faces challenges such as increased complexity in user interaction and insufficient accuracy in device recognition. Existing solutions often rely on traditional image recognition technology, resulting in low accuracy and poor adaptability. The construction of the Smart Air Conditioner Image Classification Dataset aims to address this issue by providing high-quality image data to help models better… See the full description on the dataset page: https://huggingface.co/datasets/Mobiusi/Smart-Air-Conditioner-Image-Classification-Dataset.Strawflower-Recognition-Image-Dataset
Strawflower Recognition Image Dataset
In the agriculture, forestry, and fisheries domains, horticultural management and plant care face significant challenges. Improving accuracy and efficiency through automation and intelligent systems is a crucial transformation direction for the industry. Existing solutions often use traditional manual recognition or simple feature matching methods, which are easily affected by external environments and are inefficient. This dataset aims to solve… See the full description on the dataset page: https://huggingface.co/datasets/Mobiusi/Strawflower-Recognition-Image-Dataset.Exhaust-Pipe-Detection-Dataset
Exhaust Pipe Detection Dataset
The current industrial sector faces significant challenges in ensuring the quality and proper assembly of exhaust systems, particularly with the risk of misassembled exhaust pipes leading to performance issues and environmental concerns. Existing solutions often lack the capability to accurately detect these misassemblies in real-time, leading to inefficiencies and potential safety hazards. This dataset aims to address these technical challenges by… See the full description on the dataset page: https://huggingface.co/datasets/Mobiusi/Exhaust-Pipe-Detection-Dataset.Orchid-Identification-Image-Dataset
Orchid Identification Image Dataset
In modern agriculture and horticultural management, quickly and accurately identifying specific plant species like orchids is important for improving production efficiency and carrying out scientific research. However, due to the large number of plant species and morphological similarities, traditional manual identification methods are time-consuming and labor-intensive, and prone to misjudgment. Therefore, there is an urgent need for an efficient… See the full description on the dataset page: https://huggingface.co/datasets/Mobiusi/Orchid-Identification-Image-Dataset.Eyebrow-Makeup-Product-Image-Classification-Dataset
Eyebrow Makeup Product Image Classification Dataset
The current retail e-commerce industry faces the challenge of a wide variety of products and diverse customer needs, especially in the recognition and classification of eyebrow makeup products. Traditional manual annotation methods are inefficient and prone to errors. Existing solutions often fail to meet the requirements for high precision and efficiency, thus there is an urgent need for a high-quality image classification dataset… See the full description on the dataset page: https://huggingface.co/datasets/Mobiusi/Eyebrow-Makeup-Product-Image-Classification-Dataset.Bottled-Goods-Image-Classification-Dataset
Bottled Goods Image Classification Dataset
The retail e-commerce industry currently faces challenges such as low efficiency and poor accuracy in product classification, affecting inventory management and user experience. Existing image classification solutions often rely on limited sample sizes and simple feature extraction methods, resulting in insufficient model generalization capability. This dataset aims to address the problem of insufficient samples in image classification by… See the full description on the dataset page: https://huggingface.co/datasets/Mobiusi/Bottled-Goods-Image-Classification-Dataset.