cat-dog-spider-pumpkin-hooman Object Detection Dataset and Pre-Trained Model by Peter Guhl

Images

6266 images

Explore Dataset

Started out as a pumpkin detector to test training YOLOv5. Now suffering from extensive feature creep and probably ending up as a cat/dog/spider/pumpkin/randomobjects-detector. Or as a desaster.

The dataset does not fit https://docs.ultralytics.com/tutorials/training-tips-best-results/ well. There are no background images and the labeling is often only partial. Especially in the humans and pumpkin category where there are often lots of objects in one photo people apparently (and understandably) got bored and did not labe everything. And of course the images from the cat-category don't have the humans in it labeled since they come from a cat-identification model which ignored humans. It will need a lot of time to fixt that.

Dataset used:

Cat and Dog Data: Cat / Dog Tutorial NVIDIA Jetson https://github.com/dusty-nv/jetson-inference/blob/master/docs/pytorch-cat-dog.md © 2016-2019 NVIDIA according to bottom of linked page
Spider Data: Kaggle Animal 10 image set https://www.kaggle.com/datasets/alessiocorrado99/animals10 Animal pictures of 10 different categories taken from google images Kaggle project licensed GPL 2
Pumpkin Data: Kaggle "Vegetable Images" https://www.researchgate.net/publication/352846889_DCNN-Based_Vegetable_Image_Classification_Using_Transfer_Learning_A_Comparative_Study https://www.kaggle.com/datasets/misrakahmed/vegetable-image-dataset Kaggle project licensed CC BY-SA 4.0
Some pumpkin images manually copied from google image search
https://universe.roboflow.com/chess-project/chess-sample-rzbmc Provided by a Roboflow user License: CC BY 4.0
https://universe.roboflow.com/steve-pamer-cvmbg/pumpkins-gfjw5 Provided by a Roboflow user License: CC BY 4.0
https://universe.roboflow.com/nbduy/pumpkin-ryavl Provided by a Roboflow user License: CC BY 4.0
https://universe.roboflow.com/homeworktest-wbx8v/cat_test-1x0bl/dataset/2
https://universe.roboflow.com/220616nishikura/catdetector
https://universe.roboflow.com/atoany/cats-s4d4i/dataset/2
https://universe.roboflow.com/personal-vruc2/agricultured-ioth22
https://universe.roboflow.com/sreyoshiworkspace-radu9/pet_detection
https://universe.roboflow.com/artyom-hystt/my-dogs-lcpqe
license: Public Domain url: https://universe.roboflow.com/dolazy7-gmail-com-3vj05/sweetpumpkin/dataset/2
https://universe.roboflow.com/tristram-dacayan/social-distancing-g4pbu
https://universe.roboflow.com/fyp-3edkl/social-distancing-2ygx5 License MIT
Spiders: https://universe.roboflow.com/lucas-lins-souza/animals-train-yruka

Currently I can't guarantee it's all correctly licenced. Checks are in progress. Inform me if you see one of your pictures and want it to be removed!

Trained Model API

This project has a trained model available that you can try in your browser and use to get predictions via our Hosted Inference API and other deployment methods.

Cite This Project

If you use this dataset in a research paper, please cite it using the following BibTeX:

@misc{
                            cat-dog-spider-pumpkin-hooman_dataset,
                            title = { cat-dog-spider-pumpkin-hooman Dataset },
                            type = { Open Source Dataset },
                            author = { Peter Guhl },
                            howpublished = { \url{ https://universe.roboflow.com/peter-guhl-de1vy/cat-dog-spider-pumpkin-hooman } },
                            url = { https://universe.roboflow.com/peter-guhl-de1vy/cat-dog-spider-pumpkin-hooman },
                            journal = { Roboflow Universe },
                            publisher = { Roboflow },
                            year = { 2023 },
                            month = { jan },
                            note = { visited on 2024-05-07 },
                            }