Datasets › MLRSNet
MLRSNet
MLRSNet is a a multi-label high spatial resolution remote sensing dataset for semantic scene understanding. It provides different perspectives of the world captured from satellites. That is, it is composed of high spatial resolution optical satellite images. MLRSNet contains 109,161 remote sensing images that are annotated into 46 categories, and the number of sample images in a category varies from 1,500 to 3,000. The images have a fixed size of 256×256 pixels with various pixel resolutions (~10m to 0.1m). Moreover, each image in the dataset is tagged with several of 60 predefined class labels, and the number of labels associated with each image varies from 1 to 13. The dataset can be used for multi-label based image classification, multi-label based image retrieval, and image segmentation.
Source: https://github.com/cugbrs/MLRSNet Image Source: Qi et al
Benchmarks archive 2025-07-28
All 2 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) | Paper | Code | ||||
|---|---|---|---|---|---|---|
| Multi-Label Classification | MLRSNet | ResNet50 (fine-tuning) F1-score 92.41 | Do we still need ImageNet pre-training in remote sensing... | risojevicv/rssc-transfer | 2 | Compare |
| Transductive Zero-Shot Classification | MLRSNet | RS-TransCLIP Accuracy 78.1 | Enhancing Remote Sensing Vision-Language Models for... | elkhouryk/rs-transclip | 1 | Compare |
Papers archive 2025-07-28
2 shown of 2 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 17. The Syntology column is from Syntology's graph (read 2026-09-25), stated per sample; it is not part of any archive number.
| Date | Samples run Syntology | |||
|---|---|---|---|---|
| Enhancing Remote Sensing Vision-Language Models for Zero-Shot Scene Classification | 1 | 1 | 1 Sep 2024 | not harvested |
| Do we still need ImageNet pre-training in remote sensing scene classification? | 1 | 2 | 5 Nov 2021 | not harvested |
Dataset loaders archive 2025-07-28
1 loader as listed in the archive; links are outbound and not re-checked here.
Tasks archive 2025-07-28
License archive 2025-07-28
No licence recorded in the archive. Absence here is not a statement about the dataset's terms.
Modalities archive 2025-07-28
Languages archive 2025-07-28
No language tagged.
Variants archive 2025-07-28
- MLRSNet
1 variant name, as the archive lists them.
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