Places205

Dataset Information
Modalities
Images
Introduced
2014
License
CC BY
Homepage
Official Website
Contents

Overview

The Places205 dataset is a large-scale scene-centric dataset with 205 common scene categories. The training dataset contains around 2,500,000 images from these categories. In the training set, each scene category has the minimum 5,000 and maximum 15,000 images. The validation set contains 100 images per category (a total of 20,500 images), and the testing set includes 200 images per category (a total of 41,000 images).

Source: Knowledge Guided Disambiguation for Large-Scale Scene Classification with Multi-Resolution CNNs
Image Source: http://places.csail.mit.edu/browser.html

Variants: Places205, Places

Associated Benchmarks

This dataset is used in 1 benchmark:

Recent Benchmark Submissions

Task Model Paper Date
Image Classification InternImage-H InternImage: Exploring Large-Scale Vision Foundation … 2022-11-10
Image Classification MixMIM-L MixMAE: Mixed and Masked Autoencoder … 2022-05-26
Image Classification MixMIM-B MixMAE: Mixed and Masked Autoencoder … 2022-05-26
Image Classification SEER (RegNet10B - finetuned - 384px) Vision Models Are More Robust … 2022-02-16
Image Classification SAMix (ResNet-50 Supervised) Boosting Discriminative Visual Representation Learning … 2021-11-30
Image Classification MAE (ViT-H, 448) Masked Autoencoders Are Scalable Vision … 2021-11-11
Image Classification AutoMix (ResNet-50 Supervised) AutoMix: Unveiling the Power of … 2021-03-24
Image Classification Barlow Twins (ResNet-50) Barlow Twins: Self-Supervised Learning via … 2021-03-04
Image Classification RegNetY-128GF (Supervised) Self-supervised Pretraining of Visual Features … 2021-03-02
Image Classification SEER Self-supervised Pretraining of Visual Features … 2021-03-02
Image Classification ResNet-50 (Supervised) Unsupervised Learning of Visual Features … 2020-06-17
Image Classification SwAV Unsupervised Learning of Visual Features … 2020-06-17
Image Classification BYOL Bootstrap your own latent: A … 2020-06-13
Image Classification MoCo v2 Improved Baselines with Momentum Contrastive … 2020-03-09
Image Classification SimCLR A Simple Framework for Contrastive … 2020-02-13

Research Papers

Recent papers with results on this dataset:

External Links: