iSAID

Dataset Information
Modalities
Images
License
Unknown
Homepage

Overview

iSAID contains 655,451 object instances for 15 categories across 2,806 high-resolution images. The images of iSAID is the same as the DOTA-v1.0 dataset, which are manily collected from the Google Earth, some are taken by satellite JL-1, the others are taken by satellite GF-2 of the China Centre for Resources Satellite Data and Application.

Source: iSAID: A Large-scale Dataset for Instance Segmentation in Aerial Images
Image Source: iSAID

Variants: iSAID

Associated Benchmarks

This dataset is used in 4 benchmarks:

Recent Benchmark Submissions

Task Model Paper Date
Open Vocabulary Semantic Segmentation SegEarth-OV SegEarth-OV: Towards Training-Free Open-Vocabulary Segmentation … 2024-10-02
Open Vocabulary Semantic Segmentation SkySense-O SkySense: A Multi-Modal Remote Sensing … 2023-12-15
Semantic Segmentation DeepLabV3 with R-50 Resolution-Aware Design of Atrous Rates … 2023-07-26
Semantic Segmentation AerialFormer-T AerialFormer: Multi-resolution Transformer for Aerial … 2023-06-12
Semantic Segmentation AerialFormer-S AerialFormer: Multi-resolution Transformer for Aerial … 2023-06-12
Semantic Segmentation AerialFormer-B AerialFormer: Multi-resolution Transformer for Aerial … 2023-06-12
Semantic Segmentation SegNeXt-L SegNeXt: Rethinking Convolutional Attention Design … 2022-09-18
Semantic Segmentation SegNeXt-B SegNeXt: Rethinking Convolutional Attention Design … 2022-09-18
Semantic Segmentation SegNeXt-S SegNeXt: Rethinking Convolutional Attention Design … 2022-09-18
Semantic Segmentation SegNeXt-T SegNeXt: Rethinking Convolutional Attention Design … 2022-09-18
Semantic Segmentation ViTAE-B + RVSA-UperNet Advancing Plain Vision Transformer Towards … 2022-08-08
Semantic Segmentation ViT-B + RVSA-UperNet Advancing Plain Vision Transformer Towards … 2022-08-08
Semantic Segmentation RSP-ResNet-50-UperNet An Empirical Study of Remote … 2022-04-06
Semantic Segmentation RSP-ViTAEv2-S-UperNet An Empirical Study of Remote … 2022-04-06
Semantic Segmentation RSP-Swin-T-UperNet An Empirical Study of Remote … 2022-04-06
Semantic Segmentation IMP-ViTAEv2-S-UperNet An Empirical Study of Remote … 2022-04-06
Semantic Segmentation FarSeg@ResNet-50 Foreground-Aware Relation Network for Geospatial … 2020-11-19
Object Detection PANet++ iSAID: A Large-scale Dataset for … 2019-05-30
Instance Segmentation PANet++ iSAID: A Large-scale Dataset for … 2019-05-30
Instance Segmentation PANet+ iSAID: A Large-scale Dataset for … 2019-05-30

Research Papers

Recent papers with results on this dataset: