Cow Counting

## Overview

Cow Counting is a dataset for object detection tasks - it contains Goat annotations for 3,371 images.

## Getting Started

You can download this dataset for use within your own projects, or fork it into a workspace on Roboflow to create your own model.

  ## License

  This dataset is available under the [CC BY 4.0 license](https://creativecommons.org/licenses/CC BY 4.0).

Detailed Code commits metrics and analytics for CoW Protocol, including historical data and trends.

Dataset

This dataset was created by NTHB1995

Released under Apache 2.0

Contents

Dataset Card for aerial-cows

** The original COCO dataset is stored at dataset.tar.gz**

  Dataset Summary

aerial-cows

  Supported Tasks and Leaderboards

object-detection: The dataset can be used to train a model for Object Detection.

  Languages

English

  Dataset Structure





  Data Instances

A data point comprises an image and its object annotations. { 'image_id': 15, 'image': <PIL.JpegImagePlugin.JpegImageFile image mode=RGB… See the full description on the dataset page: https://huggingface.co/datasets/Francesco/aerial-cows.

Cow Identification

## Overview

Cow Identification is a dataset for classification tasks - it contains Cow IDs annotations for 6,483 images.

## Getting Started

You can download this dataset for use within your own projects, or fork it into a workspace on Roboflow to create your own model.

  ## License

  This dataset is available under the [CC BY 4.0 license](https://creativecommons.org/licenses/CC BY 4.0).

Cattle Cow Detection

## Overview

Cattle Cow Detection is a dataset for object detection tasks - it contains Cow annotations for 642 images.

## Getting Started

You can download this dataset for use within your own projects, or fork it into a workspace on Roboflow to create your own model.

  ## License

  This dataset is available under the [CC BY 4.0 license](https://creativecommons.org/licenses/CC BY 4.0).

This dataset was created using LeRobot.

  Dataset Structure

meta/info.json: { "codebase_version": "v2.1", "robot_type": "so100", "total_episodes": 22, "total_frames": 11793, "total_tasks":1, "total_videos": 44, "total_chunks": 1, "chunks_size": 1000, "fps": 30, "splits": { "train": "0:22" }, "data_path": "data/chunk-{episode_chunk:03d}/episode_{episode_index:06d}.parquet", "video_path":… See the full description on the dataset page: https://huggingface.co/datasets/pierfabre/cow.

Cow Behavior Tracking

## Overview

Cow Behavior Tracking is a dataset for object detection tasks - it contains Cow annotations for 908 images.

## Getting Started

You can download this dataset for use within your own projects, or fork it into a workspace on Roboflow to create your own model.

  ## License

  This dataset is available under the [CC BY 4.0 license](https://creativecommons.org/licenses/CC BY 4.0).

Subscribers can find out export and import data of 23 countries by HS code or product’s name. This demo is helpful for market analysis.

In this paper, a video-based behavioural recognition dataset for beef cattle is constructed. The dataset covers five behaviours of beef cattle: standing, lying, drinking, feeding, and ruminating. Six beef cows in a captive barn were selected and monitored for 168 hours. Different light conditions and nighttime data were considered. The dataset was collected by 1 surveillance video camera. The data collection process required deploying cameras, memory, routers and laptops. Data annotation was automated using the YOLOv8 target detection model and the ByteTrack multi-target tracking algorithm to annotate each beef cow's coordinates and identity codes. The FFmpeg tool cut out individual beef cow video clips and manually annotated them with behavioural labels. The dataset includes 500 video clips, 2000 image recognition samples, over 4000 target tracking samples, and over 10G of frame sequence images. 4974 video data of different behavioural types are labelled, totalling about 14 hours. Based on this, a TimeSformer multi-behaviour recognition model for beef cattle based on video understanding is proposed as a baseline evaluation model. The experimental results show that the model can effectively learn the corresponding category labels from the behavioural category data of the dataset, with an average recognition accuracy of 90.33% on the test set. In addition, a data enhancement and oversampling strategy was adopted to solve the data imbalance problem and reduce the risk of model overfitting. The dataset provides a data basis for studying beef cattle behaviour recognition. It is of great significance for the intelligent perception of beef cattle health status and improvement of farming efficiency.

12334 Global export shipment records of Cow Milled And HSN Code 4107 with prices, volume & current Buyer's suppliers relationships based on actual Global export trade database.

Subscribers can find out export and import data of 23 countries by HS code or product’s name. This demo is helpful for market analysis.

Cow Weight

## Overview

Cow Weight is a dataset for instance segmentation tasks - it contains Body Part annotations for 390 images.

## Getting Started

You can download this dataset for use within your own projects, or fork it into a workspace on Roboflow to create your own model.

  ## License

  This dataset is available under the [CC BY 4.0 license](https://creativecommons.org/licenses/CC BY 4.0).

176 Global export shipment records of Cow Leather And HSN Code 6505 with prices, volume & current Buyer's suppliers relationships based on actual Global export trade database.

Subscribers can find out export and import data of 23 countries by HS code or product’s name. This demo is helpful for market analysis.

When ingested as part of a blood meal, the antiparasitic drug ivermectin kills mosquitoes, making it a candidate for mass drug administration (MDA) in humans and livestock to reduce malaria transmission. When administered to livestock, most ivermectin is excreted unmetabolized in the dung within 5 days post administration. Presence of ivermectin, has been shown to adversely affect dung colonizers and dung degradation in temperate settings; however, those findings may not apply to, tropical environment, where ivermectin MDA against malaria would occur. Here we report results of a randomized field experiment conducted with dung from ivermectin-treated and control cattle to determine the effect of ivermectin on dung degradation in tropical Tanzania. For intact pats, we measured termite colonization, larval numbers and pat wet and dry weights. Pat organic matter was interpolated from a subsample of the pat (10 g wet weight). Additionally, we counted larvae growing in the treated and untreated pats in a semi-field setting. We found that termites colonized ivermectin pats more readily than controls. Despite this, wet weight decreased significantly slower in the ivermectin-treated pats in the first two weeks. As water was lost, sub-sample dry weight increased, and organic matter decreased similarly over time for the treatment and control. Interpolated for whole pats, total organic matter was higher, and larval counts were lower in the ivermectin-treated pats after the first month. Our results demonstrate an effect of ivermectin and its metabolites on dung degradation and fauna in a tropical savanna setting. Because slow dung degradation and low insect abundance negatively impact pastureland, these non-target, environmental effects must be further investigated within the context of real-world implementation of ivermectin MDA in cattle and weighed against the potential benefits for malaria control.

Subscribers can find out export and import data of 23 countries by HS code or product’s name. This demo is helpful for market analysis.

269 Global export shipment records of Cow Calf Finished Leather And HSN Code 4202 with prices, volume & current Buyer's suppliers relationships based on actual Global export trade database.

10354 Global import shipment records of Cow Leather And HSN Code 4202 with prices, volume & current Buyer's suppliers relationships based on actual Global export trade database.

Subscribers can find out export and import data of 23 countries by HS code or product’s name. This demo is helpful for market analysis.