DALL-E-Cats is a dataset meant to produce a synthetic animal dataset. This is a successor to DALL-E-Dogs. DALL-E-Dogs and DALL-E-Cats will be fed into an image classifier to see how it performs. This is under the BirdL-AirL License.

This statistic shows the results of a survey conducted in the United States in 2017 on pets. Some ** percent of the respondents stated that they prefer dogs.The Survey Data Table for the Statista survey pets in the U.S. 2017 contains the complete tables for the survey including various column headings.

Dataset Card for Cats Vs. Dogs

  Dataset Summary

A large set of images of cats and dogs. There are 1738 corrupted images that are dropped. This dataset is part of a now-closed Kaggle competition and represents a subset of the so-called Asirra dataset. From the competition page:

The Asirra data set Web services are often protected with a challenge that's supposed to be easy for people to solve, but difficult for computers. Such a challenge is often called a CAPTCHA… See the full description on the dataset page: https://huggingface.co/datasets/microsoft/cats_vs_dogs.

A large set of images of cats and dogs.

Homepage: https://www.microsoft.com/en-us/download/details.aspx?id=54765

Source code: tfds.image_classification.CatsVsDogs

Versions:

4.0.0 (default): New split API (https://tensorflow.org/datasets/splits) Download size: 786.68 MiB

Source: https://www.tensorflow.org/datasets/catalog/cats_vs_dogs

MeowMLCategorization

tags: Image Classification, Domestic Cats, Species Recognition Note: This is an AI-generated dataset so its content may be inaccurate or false Dataset Description: The "MeowMLCategorization" dataset comprises a collection of high-resolution images labeled with metadata for the purpose of training machine learning models in the domain of cat image classification. The dataset has been carefully curated to include a diverse array of domestic cat breeds and… See the full description on the dataset page: https://huggingface.co/datasets/asoria/MeowMLCategorization.

In this competition, you'll write an algorithm to classify whether images contain either a dog or a cat. This is easy for humans, dogs, and cats. Your computer will find it a bit more difficult.

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The Asirra data set

Web services are often protected with a challenge that's supposed to be easy for people to solve, but difficult for computers. Such a challenge is often called a CAPTCHA (Completely Automated Public Turing test to tell Computers and Humans Apart) or HIP (Human Interactive Proof). HIPs are used for many purposes, such as to reduce email and blog spam and prevent brute-force attacks on web site passwords.

Asirra (Animal Species Image Recognition for Restricting Access) is a HIP that works by asking users to identify photographs of cats and dogs. This task is difficult for computers, but studies have shown that people can accomplish it quickly and accurately. Many even think it's fun! Here is an example of the Asirra interface:

Asirra is unique because of its partnership with Petfinder.com, the world's largest site devoted to finding homes for homeless pets. They've provided Microsoft Research with over three million images of cats and dogs, manually classified by people at thousands of animal shelters across the United States. Kaggle is fortunate to offer a subset of this data for fun and research. Image recognition attacks

While random guessing is the easiest form of attack, various forms of image recognition can allow an attacker to make guesses that are better than random. There is enormous diversity in the photo database (a wide variety of backgrounds, angles, poses, lighting, etc.), making accurate automatic classification difficult. In an informal poll conducted many years ago, computer vision experts posited that a classifier with better than 60% accuracy would be difficult without a major advance in the state of the art. For reference, a 60% classifier improves the guessing probability of a 12-image HIP from 1/4096 to 1/459. State of the art

The current literature suggests machine classifiers can score above 80% accuracy on this task [1]. Therfore, Asirra is no longer considered safe from attack. We have created this contest to benchmark the latest computer vision and deep learning approaches to this problem. Can you crack the CAPTCHA? Can you improve the state of the art? Can you create lasting peace between cats and dogs?

Submission Format

Your submission should have a header. For each image in the test set, predict a label for its id (1 = dog, 0 = cat):

id,label 1,0 2,0 3,0 etc...

The US Cat Food Market is segmented by Pet Food Product (Food, Pet Nutraceuticals/Supplements, Pet Treats, Pet Veterinary Diets) and by Distribution Channel (Convenience Stores, Online Channel, Specialty Stores, Supermarkets/Hypermarkets). The market volume and value are presented in metric ton and USD respectively. The key data points include the market size of pet food by products, distribution channels, and pets.

Over the last several decades, feral cats have moved from the fringes to the mainstream in animal welfare and sheltering. Although many best practice guidelines have been published by national non-profits and veterinary bodies, little is known about how groups “in the trenches” actually operate. Our study sought to address that gap through an online survey of feral cat care and advocacy organizations based in the United States. Advertised as “The State of the Mewnion,” its topics included a range of issues spanning non-profit administration, public health, caretaking and trapping, adoptions of friendly kittens and cats, veterinary medical procedures and policies, data collection and program efficacy metrics, research engagement and interest, and relationships with wildlife advocates and animal control agencies. Respondents from 567 organizations participated, making this the largest and most comprehensive study on this topic to date. Respondents came primarily from grassroots organizations. A majority reported no paid employees (74.6%), served 499 or fewer feral cats per year (75.0%), engaged between 1 and 9 active volunteers (54.9%), and did not operate a brick and mortar facility (63.7%). Some of our findings demonstrate a shared community of practice, including the common use of a minimum weight of 2.0 pounds for spay/neuter eligibility, left side ear tip removals to indicate sterilization, recovery holding times after surgery commonly reported as 1 night for male cats and 1 or 1 nights for females, requiring or recommending to adopters of socialized kittens/cats that they be kept indoor-only, and less than a quarter still engaging in routine testing of cats for FIV and FeLV. Our survey also reveals areas for improvement, such as most organizations lacking a declared goal with a measurable value and a time frame, only sometimes scanning cats for microchips, and about a third not using a standardized injection site for vaccines. This study paints the clearest picture yet available of what constitutes the standard practices of organizations serving feral and community cats in the United States.

This model is based on how house cats utilize wildlands near human habituation. These predators can have detrimental effects on wildlife populations (Alterio et al. 1998). We based our model on the data collected by Odell and Knight (2001) that investigated habitat utilization of these predators with regard to distance from housing and on the probability for a homeowner to possess a house cat. We buffered the populated areas distance layer in ARC/INFO using a probability function [P = 0.216 - 0.96 * Distance (km)] where any cell with distance less than 0.18km received a probability between 0.216 to 0. All distances greater than or equal to 0.18km from populated areas were assigned a probability of 0. The resulting dataset was then resampled to 180m using the bilinear interpolation option.

Graph and download economic data for Producer Price Index by Industry: Dog and Cat Food Manufacturing: Dog Food (PCU3111113111111) from Dec 1985 to May 2025 about pets, food, manufacturing, PPI, industry, inflation, price index, indexes, price, and USA.

The diversity and size of this collection is primarily creditable to the late Ralph Wetzel. The collection grew as a consequence of Dr. Wetzel`s NSF-supported program on the mammals of Paraguay. One particularly exciting and notable result of this project was the rediscovery of the Chacoan peccary (Catagonus wagneri), once thought to be extinct. Wetzel later extended his collections to several other South American countries. As a result, our collection includes many South American marsupials, canids, and rodents. We believe that this collection ranks among the top 5 in the world with respect to South American cats (many of the species included are now considered to be endangered or at risk), and among the top 10 in its coverage of South American mammals.

The second most important geographic emphasis of this collection is North America with extensive series of a wide diversity of North American mammal species. Of particular note are 200 bobcat skulls, 503 domesticated and feral pig skulls, 752 river otter skulls, and 1600 fisher skulls. Taxonomic coverage of the New England fauna is very good. The collection includes moderate representation of mammals from other regions of the world, most notably from Lebanon, Iraq, Turkistan, England, and Germany (reflecting the interests of previous students).

The US Pet Treats Market report segments the industry into Sub Product (Crunchy Treats, Dental Treats, Freeze-dried and Jerky Treats, Soft & Chewy Treats, Other Treats), Pets (Cats, Dogs, Other Pets), and Distribution Channel (Convenience Stores, Online Channel, Specialty Stores, Supermarkets/Hypermarkets, Other Channels). Includes five years of historical data and market forecasts for the next five years.

IntroductionAlthough multiple studies have explored behavioral changes in pets during the strict lockdown of the COVID-19 pandemic between May and July 2020, this longitudinal study uniquely investigated the phases beyond strict lockdown. The primary objective of this research was to evaluate the pandemic’s impact on pet behavior.MethodsTo achieve this goal, we conducted an online survey, completed by pet owners residing in the United States between June 2020 (including retrospective data for February and April 2020) and December 2021. The study encompassed four distinct pandemic phases: Pre-pandemic (data collected retrospectively), Strict lockdown, Prolonged lockdown, and Re-opening.Results and discussionThe data collected from surveys completed by 3,278 pet owners across one to six time points revealed declining trends in all investigated behavior problems of both dogs and cats. Concurrently, human-animal interaction activities also showed variations across different COVID-19 phases. The association between human-animal interactions and the occurrence of behavior problems underscored the importance of not only exercise quantity but also adherence to consistent schedules, particularly for dogs, in mitigating behavior problems. Interestingly, among cats, sleeping outside the bedroom was associated with a reduced occurrence of aggression, anxiety, fear, and physiological behavior changes. However, sleep location displayed limited or no association with behavior problems in dogs. In summary, this study highlights the importance of tailoring interventions to the unique needs of each species through human-animal interactions to mitigate the occurrence of behavioral problems and enhance human-animal relationships.

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Wet Pet Food Market Size 2025-2029

The wet pet food market size is forecast to increase by USD 12.8 billion at a CAGR of 7.6% between 2024 and 2029.

The market is experiencing significant growth, fueled by the increasing number of pet owners worldwide. Wet pet food also contains essential minerals and vitamins that contribute to a balanced diet. Another key driver is the rising popularity of customized pet foods, catering to pets with specific dietary needs or preferences. However, the market faces challenges, including the increasing number of product recalls due to contamination issues and food safety concerns.
Companies must prioritize product safety and quality to maintain consumer trust and mitigate the potential negative impact of recalls. To capitalize on market opportunities, businesses should focus on innovation, offering customized and premium wet pet food products that cater to diverse consumer needs and preferences. Navigating challenges effectively requires a robust quality control system, transparency, and effective communication with consumers. While grainfree pet food has gained popularity for pets with sensitivities, the demand for organic pet food and vegetablebased pet food reflects a broader shift toward cleaner, health-conscious ingredients.

What will be the Size of the Wet Pet Food 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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The market exhibits dynamic trends, with dietary restrictions and sustainability practices shaping consumer preferences. Sustainability-conscious pet owners seek out brands that prioritize ethical sourcing and waste reduction. Meanwhile, portion control and life stage nutrition remain key considerations for pet owners. Cognitive health supplements, joint health supplements, dental health supplements, and functional pet food are gaining popularity, driven by veterinary recommendations. Limited ingredient diets and single-source protein diets cater to pets with food sensitivities, while holistic pet food offers a more natural alternative. Premium pet food brands invest in pet owner education and clear feeding guidelines. Supply chain disruptions and food recalls have highlighted the importance of transparency and traceability in pet food production.

Subscription services and innovative packaging materials streamline the pet food delivery process, making it more convenient for busy pet owners. Novel protein sources and pet food formulations cater to the evolving palates and nutritional needs of pets. Overall, the market continues to evolve, driven by consumer demands for high-quality, sustainable, and health-focused options. This trend is driven by the humanization of pets and the growing perception of pets as family members, leading to an increased demand for high-quality, nutritious pet food options.

How is this Wet Pet Food Industry segmented?

The wet pet food industry research report provides comprehensive data (region-wise segment analysis), with forecasts and estimates in 'USD million' for the period 2025-2029, as well as historical data from 2019-2023 for the following segments.

Product

  Cat food
  Dog food
  Others


Source

  Animal-based
  Plant-based
  Synthetic


Distribution Channel

  Pet-specialty stores and vet clinics
  Supermarkets and hypermarkets
  Convenience stores
  Others


Geography

  North America

    US
    Canada
    Mexico


  Europe

    France
    Germany
    Italy
    Spain
    UK


  APAC

    China
    Japan


  Rest of World (ROW)

By Product Insights

The Cat food segment is estimated to witness significant growth during the forecast period. The market in the US is driven by several factors. Wet pet food provides animals with essential hydration, making it a preferred choice for many pet owners, especially for older cats who find it easier to chew and consume. Consumer preferences lean towards wet food for cats due to its rich smell and flavor, which is more appealing to cats as they age and lose their olfactory senses. Wet food is also beneficial for cats with health issues, such as dental problems or digestive difficulties, which make it difficult for them to consume dry food. Price sensitivity is a significant consideration in the market, with organic and natural pet food options gaining popularity among pet owners.

Quality control is paramount in the production of wet pet food, with strict adherence to food safety regulations ensuring the safety and wellbeing of pets. Prescription pet food and senior pet food cater to specific dietary needs, while vegetable-based, grain-free, and meat-based options cater to various consumer preferences. Moisture content, fiber content, carbohydrate content, and protein content are essential nutritional considerations in wet pet food. E-com

CaTS-Bench Dataset

  Setup

After downloading, run tar -xzvf CaTSBench.tar.gz

to untar the directory.

  Contents





  Train

train_data contains four subdirectories:

gt_captions: Ground-truth captions, generated with contextual and statistical metadata alongside the time series. metadata: Contextual and statistical metadata for each time series plots: One plot image per time series time series: The numerical time series values

train_data contains 16k total… See the full description on the dataset page: https://huggingface.co/datasets/neurips2025submission/CaTS-Bench.

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Pet Sitting Market Size 2024-2028

The pet sitting market size is forecast to increase by USD 1.57 billion at a CAGR of 9.87% between 2023 and 2028. The market is experiencing significant growth due to several key factors. First, the rising trend of pet humanization has led to increased pet ownership and spending on pets. Pet types encompass a wide range, from small mammals and birds to freshwater fish, smart pet livestock, and exotic pets. As pet owners prioritize their pets' wellbeing, they seek professional pet sitting services for care visits during their absence. Service types include regular check-ins, feeding, administering medication, and playtime. Compliance with stringent regulations and certifications is essential for pet sitting businesses to ensure the highest level of care and safety for pets. These factors collectively contribute to the market's growth and ongoing demand for professional services.

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The pet sitting market is thriving as more pet owners seek reliable care for their furry companions. With the return-to-work trend, many retired people and students are turning to pet sitting services to accommodate their busy lifestyles. This growing demand has led to increased spending of consumers on quality pet care. In particular, the pet care cost associated with hiring a service provider can vary, but it ensures pets are well cared for while owners travel or work. Furthermore, societal shifts in pet acceptance have made pets a central part of many households, leading to a rise in the need for professional care. Ultimately, the pet sitting market reflects the evolving relationship between humans and their animal companions, providing peace of mind for pet owners.

Market Segmentation

The market research report provides comprehensive data (region-wise segment analysis), with forecasts and estimates in 'USD billion' for 2024-2028, as well as historical data from 2018-2022 for the following segments.

Type

  Dogs
  Cats


Service

  Care visits
  Drop-in visits


Geography

  North America

    Canada
    US


  Europe

    Germany
    UK


  APAC

    China


  Middle East and Africa



  South America

By Type Insights

The dogs segment is estimated to witness significant growth during the forecast period. The market experiences significant growth due to the increasing popularity of dogs as pets and the resulting demand for pet care services. Dogs, the most commonly owned pets worldwide, are sought after for their ability to alleviate feelings of loneliness, reduce anxiety, stress, and depression, and promote physical activity and cardiovascular health. Additionally, dogs serve as valuable companions for children and the elderly, instilling responsibility, kindness, and empathy.

Additionally, pet owners require pet sitting services, including daycare visits and dog walking, when they are unable to be at home. Animal-borne disorders, such as abdominal pain and diarrhea, can necessitate the need for pet sitting services, further driving market growth. The rise of e-commerce platforms has also made it easier for pet owners to access a wide range of pet grooming products and services online, contributing to market expansion. Furthermore, legislation and regulations governing pet care and pet sitting services may vary by region, segmenting the market by pet type and location.

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The dogs segment was valued at USD 1.31 billion in 2018 and showed a gradual increase during the forecast period.

Regional Insights

North America is estimated to contribute 41% to the growth of the global market during the forecast period. Technavio's analysts have elaborately explained the regional trends and drivers that shape the market during the forecast period.

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The market, a significant sector within the pet care industry, experiences substantial growth, particularly in North America. With the US, Canada, and Mexico leading the way, this region hosts the largest number of pets and pet-sitting services worldwide. Factors such as the affordability of these services and the availability of experienced, full-time providers contribute significantly to the market's expansion in North America.

Additionally, increasing awareness among pet owners regarding various pet sitting options, including daycare visits and dog walking, further fuels market growth. Animal-borne disorders like abdominal pain and diarrhea necessitate the need for professional pet care services, leading to increased demand for pet sitting. Legislation mandating proper care for pets during their owners' absences also supports the market's growth.

Our researchers analyzed the data with 2023 as the base year, along with the key drivers, trends, and challenges. A holistic analysis of

The number of households with pet dogs and cats in India accounted for approximately 23 million and 1.7 million respectively in 2023. The increase in the number of households getting pets had led to an increase in value of pet food sales to about 629 million U.S. dollars in 2023, up from 172 million U.S. dollars in 2016.

The statistic shows the total revenue of PETCO Animal Supplies in the United States from 2020 to 2024. The company generated revenue amounting to almost 6.3 billion U.S. dollars in the financial year of 2023. Petco's number of stores in North America amounted to roughly 1,500 in 2023. PETCO Animal Supplies PETCO Animal Supplies, Inc. is the second largest pet specialty retailer in the United States, following only its major competitor PetSmart. Petco is privately owned and was established in 1965. Today, the pet specialty firm is based in San Diego, California and employs about 25,000 people throughout the country. The company's product portfolio includes pet-related items such as supplies, products and food. In addition, PETCO offers grooming and veterinary services for pets, however, the retailer does not sell live animals, such as cats or dogs. Alternatively, the PETCO Foundation, an independent non-profit organization, helps find new homes for adoptable dogs, cats, and other companion animals through adoption events and the support of animal welfare groups. The PETCO Foundation, which was founded in 1999, is based on private donations. Besides their brick-and-mortar stores, PETCO provides an online shopping platform at petco.com, where consumers may place pet-related product orders right to their doorstep.