In 2024, lancerto.com was the leader in ranking e-commerce blogs in the fashion category, reaching *** thousand organic blog traffic.

Fashion-MNIST: a Novel Image Dataset for Benchmarking Machine Learning Algorithms

Authors:

• Han Xiao, Kashif Rasul and Roland Vollgraf
• https://arxiv.org/abs/1708.07747

Dataset Obtained From: https://github.com/zalandoresearch/fashion-mnist

All images were sized 28x28 in the original dataset

Fashion-MNIST is a dataset of Zalando's article images—consisting of a training set of 60,000 examples and a test set of 10,000 examples. Each example is a 28x28 grayscale image, associated with a label from 10 classes. We intend Fashion-MNIST to serve as a direct drop-in replacement for the original MNIST dataset for benchmarking machine learning algorithms. It shares the same image size and structure of training and testing splits. * Source

Here's an example of how the data looks (each class takes three-rows): https://github.com/zalandoresearch/fashion-mnist/raw/master/doc/img/fashion-mnist-sprite.png" alt="Visualized Fashion MNIST dataset">

Version 1 (original-images_Original-FashionMNIST-Splits):

• Original images, with the original splits for MNIST: train (86% of images - 60,000 images) set and test (14% of images - 10,000 images) set only.
• This version was not trained

Version 3 (original-images_trainSetSplitBy80_20):

• Original, raw images, with the train set split to provide 80% of its images to the training set and 20% of its images to the validation set
• https://blog.roboflow.com/train-test-split/ https://i.imgur.com/angfheJ.png" alt="Train/Valid/Test Split Rebalancing">

Citation:

@online{xiao2017/online,
 author    = {Han Xiao and Kashif Rasul and Roland Vollgraf},
 title    = {Fashion-MNIST: a Novel Image Dataset for Benchmarking Machine Learning Algorithms},
 date     = {2017-08-28},
 year     = {2017},
 eprintclass = {cs.LG},
 eprinttype  = {arXiv},
 eprint    = {cs.LG/1708.07747},
}

This statistic shows the influence of bloggers on the apparel purchase decision of consumers in the United states as of 2019, by generation. As of January 2019, **** percent of millennial consumers stated that their apparel purchases were influenced by celebrity bloggers.

Abstract: This work, wich is the resulto f a master's dissertation, seeks to analyze – articulated with the social construction of the female subject, the self images of the teenage girls who write for a section of Capricho Magazine, namely: Tudo de Blog. Here I analyze the construction of these images observing, above all, the representations and stereotypes that the act of taking the floor and talking about themselves recover in the interdiscourse. This gesture is justified by the attempt to understand the crystallizations wich are constrcted around the female image and wich underlie the practices of the adolescence in the print media. The work of these reflections is based on the interest to investigate the theoretical-analytical framework proposed by Maingueneau (1997, 2005, 2008), Amossy (2005 and 2010), Charaudeau (2008) regarding the discursive ethos and its construction in the social practices about the feminine by means of the mediatic discourse, then, observing the image relation between oneself/feminine.

In 2016, about *********** of all existing Italian blogs offered information related to technology, a survey revealed. Fashion and clothing was main topic for ***** percent of bloggers surveyed, while travel was a popular topic for ***** percent of bloggers answering to the poll.

Snapshot img

US Online Fashion Retail Market Size 2025-2029

The us online fashion retail market size is forecast to increase by USD 303.9 billion at a CAGR of 15.6% between 2024 and 2029.

The Online Fashion Retail Market in the US is experiencing significant growth, driven by the rising trend of online shopping and the increasing popularity of sports apparel and footwear. Consumers are increasingly turning to the convenience and accessibility of online platforms to meet their fashion needs. The sports apparel and footwear industry's growth is further fueling market expansion, as consumers seek out the latest trends and styles in athletic wear. However, this market is not without challenges. Security and privacy concerns related to consumer data have emerged as a significant obstacle. With the increasing amount of personal information being shared online, retailers must prioritize data protection and privacy to maintain consumer trust. Failure to do so could result in reputational damage and lost sales. Retailers must invest in robust cybersecurity measures and transparent data handling practices to mitigate these risks and capitalize on the market's potential.

What will be the size of the US Online Fashion Retail Market during the forecast period?

Explore in-depth regional segment analysis with market size data - historical 2019-2023 and forecasts 2025-2029 - in the full report.
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In the dynamic US online fashion retail market, high-end fashion brands are embracing e-commerce optimization, leveraging data analytics tools to personalize shopping experiences and boost sales. Blockchain technology is revolutionizing the industry by ensuring supply chain transparency and ethical production, resonating with consumers' growing demand for sustainable sourcing. Resale platforms and second-hand clothing are gaining traction, as unisex fashion and body positivity continue to influence purchasing decisions. Performance marketing, affiliate marketing, and social commerce are key strategies driving growth, with fashion photography and fashion blogging shaping consumer trends. Brands prioritize customer data privacy while implementing customer loyalty programs and subscription services. Trend analysis, size inclusivity, and fashion forecasting are essential components of successful digital marketing automation. Luxury goods and vintage fashion are thriving, with mobile wallet integration streamlining transactions. Omnichannel retail, fashion journalism, fashion styling, and live streaming are shaping the future of the industry.

How is this market segmented?

The market research report provides comprehensive data (region-wise segment analysis), with forecasts and estimates in 'USD billion' for the period 2025-2029, as well as historical data from 2019-2023 for the following segments. End-userWomenMenKidsProductApparelFootwearsBags and accessoriesTypeMass marketPremiumLuxuryPlatformMobile AppsWeb PortalsPrice RangeEconomyMid-RangePremiumGeographyNorth AmericaUS

By End-user Insights

The women segment is estimated to witness significant growth during the forecast period.

The online fashion retail market in the US is experiencing significant growth, driven by several key trends and factors. Product reviews and customer satisfaction play a crucial role in influencing purchasing decisions, with consumers relying on authentic feedback to make informed choices. Influencer marketing is also a major force, as fashion influencers and celebrities shape trends and promote products through social media channels. Virtual reality and augmented reality technologies are transforming the shopping experience, allowing customers to virtually try on clothes and visualize how they would look. Big data and recommendation algorithms are being leveraged to personalize shopping experiences, while trend forecasting ensures that retailers stay ahead of the curve. Content marketing, machine learning, and data analytics are essential tools for fashion brands, helping them to understand customer preferences and tailor their offerings accordingly. Textile suppliers and apparel manufacturers are integrating sustainable practices to cater to the growing demand for eco-friendly fashion. Mobile commerce and mobile app development are critical for reaching customers on the go, with mobile responsiveness and user interface design key considerations. Conversion rate optimization, data security, and payment gateways are essential for ensuring a seamless shopping experience. Customer service, inventory management, order fulfillment, and shipping logistics are all crucial components of a successful online fashion retail business. Social media marketing, email marketing, and fashion designers collaborations are effective strategies for reaching and engaging customers. Size and fit, fast fashion, and formal wear are popular categories, with quality control and brand loyalty key differentiators.

fashionblog.tv is ranked #273494 in ES with 3.97K Traffic. Categories: . Learn more about website traffic, market share, and more!

Northern America's non-knitted baby clothing market is forecast to grow to 40K tons ($1.5B) by 2035, driven by US consumption and strong domestic production, despite declining imports.

The Chinese fashion e-commerce giant Shein Group has surged to prominence. Founded in 2008 as ZZKKO, it quickly evolved into the world's largest fashion retailer in 2022. Its app attracted more than ****** million downloads worldwide between January 1 and October 31, 2025. Faster and cheaper The online-only fast-fashion company has a unique business model. Enabled by algorithms and data analytics, its swift production and fashion trend prediction abilities have set it apart in the fast fashion e-commerce world. Its algorithm-driven supply chain enables it to reduce the production time to ***** days and offer thousands of new items on its site every week at much lower price levels than its competitors. Behind the low-price tags The fashion retailer also collaborates with numerous fashion bloggers to harness platforms like TikTok and Instagram. Combined with its adept use of social media marketing, SHEIN achieved a staggering ** billion U.S. dollars in gross merchandise value in 2024. Despite its rapid growth and popularity, Shein's reputation is marred by a barrage of controversies, ranging from labor rights violations and trademark disputes to environmental concerns and health and safety issues.

Discover the future outlook for the babies clothing and accessories market in Latin America and the Caribbean, with forecasts showing a steady increase in demand and consumption over the next decade. Market performance is expected to accelerate, reaching 24K tons in volume and $886M in value by the end of 2035.

According to Cognitive Market Research, the global Yoga Wear Market, is driven by rising global participation in yoga, increasing health consciousness Market Dynamics of Yoga Wear Market

Key Drivers of Yoga Wear Market

Rising Global Adoption of Yoga and Wellness Lifestyle

A primary driver of the yoga wear market is the increasing adoption of yoga as part of a broader wellness-focused lifestyle. With over 300 million practitioners worldwide, yoga has evolved from a niche fitness activity into a mainstream practice embraced for both physical and mental health benefits. This growing participation directly fuels demand for specialized apparel that provides comfort, flexibility, and style during practice.

(Source:https://www.yogkulam.org/blog/yoga-statistics)

Moreover, the popularity of yoga is closely tied to rising health consciousness, stress management needs, and government as well as institutional promotion of wellness programs. For example, International Yoga Day celebrated in over 190 countries each year continues to raise awareness and participation levels globally. As more consumers adopt yoga into their daily routines, the need for durable, sustainable, and multifunctional yoga wear continues to rise, cementing this trend as a major growth driver in the market.

(Source:https://www.pib.gov.in/PressReleasePage.aspx?PRID=2138359)

Key Trends in Yoga Wear Market

Sustainability Driving Yoga Wear Innovation

One of the strongest trends shaping the yoga wear market is the shift toward sustainable and eco-conscious apparel. With nearly 45% of global consumers preferring environmentally friendly fabrics, yoga wear brands are increasingly adopting materials such as organic cotton, bamboo fibers, hemp, and recycled polyester. This transition reflects not only environmental responsibility but also the alignment of yoga’s philosophy of balance and mindfulness with conscious consumerism. For many buyers, the purchase decision is no longer solely based on design and performance but also on the ethical footprint of the apparel.

Leading brands are leveraging this trend by highlighting their sustainable sourcing, low-impact dyeing techniques, and circular fashion initiatives like recycling programs. Smaller niche labels are also gaining traction by marketing themselves as fully sustainable alternatives in the yoga wear space. Beyond fabrics, packaging and supply chain transparency have become key differentiators. This growing emphasis on sustainability not only broadens consumer trust but also positions yoga wear as a pioneer in the wider activewear industry’s transition toward green fashion.

AI in Yoga Wear Market

Artificial Intelligence (AI) is playing an increasingly pivotal role in shaping the yoga wear market, enabling brands to enhance personalization, optimize operations, and strengthen consumer engagement. Through AI-driven analytics, companies can predict upcoming trends by analyzing consumer preferences, social media interactions, and global wellness movements. This helps leading players design collections that resonate with yoga practitioners’ evolving demands, such as sustainable fabrics or multifunctional athleisure. Additionally, AI-powered inventory management and demand forecasting reduce overproduction, aligning with the growing consumer preference for sustainability while cutting operational costs.

(Source:https://asivanayoga.com/blogs/yoga-blog/yoga-and-artificial-intelligence?srsltid=AfmBOoqyXzmOQ3keVACUgW2MZOONr78egJ3c2NGQvFa8mzpPs8IoNVK-)

Furthermore, AI is redefining the shopping experience with tools like virtual try-ons, body scanning technologies, and fit recommendation engines, which improve purchasing confidence, especially in e-commerce channels that account for over 55% of yoga wear sales. Chatbots and AI-driven customer service further enhance real-time interactions, ensuring seamless support. Moreover, AI integrates with wearable technology, allowing yoga wear to evolve into “smart apparel” that tracks posture, breathing, and performance, creating opportunities for innovation in premium product segments. Overall, AI acts as a bridge between wellness, fashion, and technology, strengthening both brand competitiveness and customer satisfaction. Introduction of Yoga Wear Market

The yoga wear market is expanding in response to the rising global adoption of yoga, with over 300 million practitioners world...

Discover the increasing demand for babies clothing and accessories (excluding knitted or crocheted items) in the Middle East and the promising growth forecast for the market over the next decade.

Explore the expanding market for babies clothing and accessories (excluding knitted or crocheted items) in Latin America and the Caribbean. With projected growth in both volume and value terms over the next decade, the market is expected to reach 24K tons and $886M by 2035.

Analysis of Europe's baby clothes market (non-knitted/crocheted) showing a 2024 consumption dip to 43K tons and $1.1B, with a forecasted growth to 50K tons and $1.4B by 2035. Covers production, trade, and key country-level insights.

This statistic shows the results of a survey question on whether or not marketers in the Netherlands expected to use instructional videos in the near future from 2017 to 2019. As of 2019, approximately ** percent of the respondents stated they planned to use instructional videos "more often" or "much more often". This is a slight decrease compared to the previous year.

Like in other countries, influencers play an increasing part in marketing in the Netherlands. As of **************, Iranian-Dutch fashion blogger Negin Mirsalehi was the most-followed Netherlands-based influencer on Instagram with over *** million followers.

This statistic shows the results of a survey question on whether or not marketers in the Netherlands expected to use social video in the near future from 2017 to 2019. As of 2019, approximately ** percent of the respondents stated they planned to use social video "more often" or "much more often". This is an increase compared to the previous year.

Like in other countries, influencers play an increasing part in marketing in the Netherlands. As of September 2019, Iranian-Dutch fashion blogger Negin Mirsalehi was the most-followed Netherlands-based influencer on Instagram with over *** million followers.

The baby clothes market in Northern America is expected to see an increase in demand over the next decade, with a projected growth in market volume and value. By 2035, the market volume is estimated to reach 28K tons and the market value to hit $620M.

Imports of Baby Clothes peaked at 22K tons in 2013, but failed to regain momentum from 2014 to 2023. In terms of value, imports significantly decreased to $332M in 2023.

This statistic shows the results of a survey question on how often marketers in the Netherlands used webinars and webcasting from 2017 to 2019. As of 2019, approximately ** percent of the respondents indicated they had not used webinars and webcasting. This is an decrease compared to the previous year.

Like in other countries, influencers play an increasing part in marketing in the Netherlands. As of **************, Iranian-Dutch fashion blogger Negin Mirsalehi was the most-followed Netherlands-based influencer on Instagram with over *** million followers.

In April 2023, the price of Baby Clothes was $39,215 per ton (CIF, Spain), experiencing a 5.2% increase compared to the previous month.