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RESISC45

Introduced by Gong Cheng et al. in Remote Sensing Image Scene Classification: Benchmark and State of the Art1 Mar 2017 archive 2025-07-28

RESISC45 dataset is a dataset for Remote Sensing Image Scene Classification (RESISC). It contains 31,500 RGB images of size 256×256 divided into 45 scene classes, each class containing 700 images. Among its notable features, RESISC45 contains varying spatial resolution ranging from 20cm to more than 30m/px.

HomepageBenchmarksPapers JSON

Benchmarks archive 2025-07-28

All 3 leaderboards whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
Image Classification RESISC45 ResNet50 Top 1 Accuracy 96.83 In-domain representation learning for remote sensing google-research/google-research 20 Compare
Image Clustering RESISC45 TURTLE (CLIP + DINOv2) Accuracy 89.6 Let Go of Your Labels with Unsupervised Transfer mlbio-epfl/turtle 1 Compare
Transductive Zero-Shot Classification RESISC45 RS-TransCLIP Accuracy 88 Enhancing Remote Sensing Vision-Language Models for... elkhouryk/rs-transclip 1 Compare

Papers archive 2025-07-28

11 shown of 11 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 187. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
LWGANet: A Lightweight Group Attention Backbone for Remote Sensing Visual Tasks 1 3 17 Jan 2025 not harvested
SAG-ViT: A Scale-Aware, High-Fidelity Patching Approach with Graph Attention for Vision Transformers 1 1 14 Nov 2024 not harvested
DecoupleNet: A Lightweight Backbone Network With Efficient Feature Decoupling for Remote Sensing Visual Tasks 1 1 23 Sep 2024 not harvested
Enhancing Remote Sensing Vision-Language Models for Zero-Shot Scene Classification 1 1 1 Sep 2024 not harvested
Let Go of Your Labels with Unsupervised Transfer 1 1 11 Jun 2024 ran 3 of 4 samples (1 unverified; 4 pointer-only for licence)
SkySense: A Multi-Modal Remote Sensing Foundation Model Towards Universal Interpretation for Earth Observation Imagery 1 1 15 Dec 2023 not harvested
All Grains, One Scheme (AGOS): Learning Multi-grain Instance Representation for Aerial Scene Classification 1 1 6 May 2022 not harvested
Vision Models Are More Robust And Fair When Pretrained On Uncurated Images Without Supervision 1 9 16 Feb 2022 not harvested
Local semantic enhanced convnet for aerial scene recognition 1 1 8 Jul 2021 not harvested
A multiple-instance densely-connected ConvNet for aerial scene classification 1 1 3 Mar 2020 not harvested
In-domain representation learning for remote sensing 1 1 15 Nov 2019 not harvested

Dataset loaders archive 2025-07-28

www.tensorflow.org/datasets/catalog/resisc45tensorflow/datasetstfjax
torchgeo.readthedocs.io/en/latest/api/datasets.html#resisc45-remote-sensing-image-scene-classificationmicrosoft/torchgeopytorch
isaaccorley/torchrspytorch

3 loaders as listed in the archive; links are outbound and not re-checked here.

Tasks archive 2025-07-28

Image ClassificationImage ClusteringTransductive Zero-Shot ClassificationZero-shot Classification (unified classes)Scene Classification

License archive 2025-07-28

Unspecified

Modalities archive 2025-07-28

Images

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • RESISC45

1 variant name, as the archive lists them.

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