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Models/LEGNet-S

LEGNet-S

Reported on 35 benchmarks across 5 tasks · 1 paper · 15 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Methodology28 results

3DonVisDrone-DET2019
APm· 2025-03-18
42.5
SOTA
LEGNet: Lightweight Edge-Gaussian Driven Network for Low-Quality Remote Sensing Image Object Detection arXiv:2503.14012
3DonVisDrone-DET2019
APs· 2025-03-18
24.5
SOTA
LEGNet: Lightweight Edge-Gaussian Driven Network for Low-Quality Remote Sensing Image Object Detection arXiv:2503.14012
3DonDOTA
mAP· 2025-03-18
80.03
SOTA
LEGNet: Lightweight Edge-Gaussian Driven Network for Low-Quality Remote Sensing Image Object Detection arXiv:2503.14012
2D ClassificationonVisDrone-DET2019
APm· 2025-03-18
42.5
SOTA
LEGNet: Lightweight Edge-Gaussian Driven Network for Low-Quality Remote Sensing Image Object Detection arXiv:2503.14012
2D ClassificationonVisDrone-DET2019
APs· 2025-03-18
24.5
SOTA
LEGNet: Lightweight Edge-Gaussian Driven Network for Low-Quality Remote Sensing Image Object Detection arXiv:2503.14012
2D ClassificationonDOTA
mAP· 2025-03-18
80.03
SOTA
LEGNet: Lightweight Edge-Gaussian Driven Network for Low-Quality Remote Sensing Image Object Detection arXiv:2503.14012
2D Object DetectiononVisDrone-DET2019
APm· 2025-03-18
42.5
SOTA
LEGNet: Lightweight Edge-Gaussian Driven Network for Low-Quality Remote Sensing Image Object Detection arXiv:2503.14012
2D Object DetectiononVisDrone-DET2019
APs· 2025-03-18
24.5
SOTA
LEGNet: Lightweight Edge-Gaussian Driven Network for Low-Quality Remote Sensing Image Object Detection arXiv:2503.14012
2D Object DetectiononDOTA
mAP· 2025-03-18
80.03
SOTA
LEGNet: Lightweight Edge-Gaussian Driven Network for Low-Quality Remote Sensing Image Object Detection arXiv:2503.14012
16konVisDrone-DET2019
APm· 2025-03-18
42.5
SOTA
LEGNet: Lightweight Edge-Gaussian Driven Network for Low-Quality Remote Sensing Image Object Detection arXiv:2503.14012
16konVisDrone-DET2019
APs· 2025-03-18
24.5
SOTA
LEGNet: Lightweight Edge-Gaussian Driven Network for Low-Quality Remote Sensing Image Object Detection arXiv:2503.14012
16konDOTA
mAP· 2025-03-18
80.03
SOTA
LEGNet: Lightweight Edge-Gaussian Driven Network for Low-Quality Remote Sensing Image Object Detection arXiv:2503.14012
3DonVisDrone-DET2019
AP· 2025-03-18
32.2
best: 33.22 (CZ Det.)
LEGNet: Lightweight Edge-Gaussian Driven Network for Low-Quality Remote Sensing Image Object Detection arXiv:2503.14012
3DonVisDrone-DET2019
AP50· 2025-03-18
55
best: 58.3 (CZ Det.)
LEGNet: Lightweight Edge-Gaussian Driven Network for Low-Quality Remote Sensing Image Object Detection arXiv:2503.14012
3DonVisDrone-DET2019
AP75· 2025-03-18
32.8
best: 33.16 (CZ Det.)
LEGNet: Lightweight Edge-Gaussian Driven Network for Low-Quality Remote Sensing Image Object Detection arXiv:2503.14012
3DonDIOR-R
mAP· 2025-03-18
68.4
best: 74.54 (MAE+MTP(ViT-L+RVSA))
LEGNet: Lightweight Edge-Gaussian Driven Network for Low-Quality Remote Sensing Image Object Detection arXiv:2503.14012
2D ClassificationonVisDrone-DET2019
AP· 2025-03-18
32.2
best: 33.22 (CZ Det.)
LEGNet: Lightweight Edge-Gaussian Driven Network for Low-Quality Remote Sensing Image Object Detection arXiv:2503.14012
2D ClassificationonVisDrone-DET2019
AP50· 2025-03-18
55
best: 58.3 (CZ Det.)
LEGNet: Lightweight Edge-Gaussian Driven Network for Low-Quality Remote Sensing Image Object Detection arXiv:2503.14012
2D ClassificationonVisDrone-DET2019
AP75· 2025-03-18
32.8
best: 33.16 (CZ Det.)
LEGNet: Lightweight Edge-Gaussian Driven Network for Low-Quality Remote Sensing Image Object Detection arXiv:2503.14012
2D ClassificationonDIOR-R
mAP· 2025-03-18
68.4
best: 74.54 (MAE+MTP(ViT-L+RVSA))
LEGNet: Lightweight Edge-Gaussian Driven Network for Low-Quality Remote Sensing Image Object Detection arXiv:2503.14012
2D Object DetectiononVisDrone-DET2019
AP· 2025-03-18
32.2
best: 33.22 (CZ Det.)
LEGNet: Lightweight Edge-Gaussian Driven Network for Low-Quality Remote Sensing Image Object Detection arXiv:2503.14012
2D Object DetectiononVisDrone-DET2019
AP50· 2025-03-18
55
best: 58.3 (CZ Det.)
LEGNet: Lightweight Edge-Gaussian Driven Network for Low-Quality Remote Sensing Image Object Detection arXiv:2503.14012
2D Object DetectiononVisDrone-DET2019
AP75· 2025-03-18
32.8
best: 33.16 (CZ Det.)
LEGNet: Lightweight Edge-Gaussian Driven Network for Low-Quality Remote Sensing Image Object Detection arXiv:2503.14012
2D Object DetectiononDIOR-R
mAP· 2025-03-18
68.4
best: 74.54 (MAE+MTP(ViT-L+RVSA))
LEGNet: Lightweight Edge-Gaussian Driven Network for Low-Quality Remote Sensing Image Object Detection arXiv:2503.14012
16konVisDrone-DET2019
AP· 2025-03-18
32.2
best: 33.22 (CZ Det.)
LEGNet: Lightweight Edge-Gaussian Driven Network for Low-Quality Remote Sensing Image Object Detection arXiv:2503.14012
16konVisDrone-DET2019
AP50· 2025-03-18
55
best: 58.3 (CZ Det.)
LEGNet: Lightweight Edge-Gaussian Driven Network for Low-Quality Remote Sensing Image Object Detection arXiv:2503.14012
16konVisDrone-DET2019
AP75· 2025-03-18
32.8
best: 33.16 (CZ Det.)
LEGNet: Lightweight Edge-Gaussian Driven Network for Low-Quality Remote Sensing Image Object Detection arXiv:2503.14012
16konDIOR-R
mAP· 2025-03-18
68.4
best: 74.54 (MAE+MTP(ViT-L+RVSA))
LEGNet: Lightweight Edge-Gaussian Driven Network for Low-Quality Remote Sensing Image Object Detection arXiv:2503.14012

Computer Vision7 results

Object DetectiononVisDrone-DET2019
APm· 2025-03-18
42.5
SOTA
LEGNet: Lightweight Edge-Gaussian Driven Network for Low-Quality Remote Sensing Image Object Detection arXiv:2503.14012
Object DetectiononVisDrone-DET2019
APs· 2025-03-18
24.5
SOTA
LEGNet: Lightweight Edge-Gaussian Driven Network for Low-Quality Remote Sensing Image Object Detection arXiv:2503.14012
Object DetectiononDOTA
mAP· 2025-03-18
80.03
SOTA
LEGNet: Lightweight Edge-Gaussian Driven Network for Low-Quality Remote Sensing Image Object Detection arXiv:2503.14012
Object DetectiononVisDrone-DET2019
AP· 2025-03-18
32.2
best: 33.22 (CZ Det.)
LEGNet: Lightweight Edge-Gaussian Driven Network for Low-Quality Remote Sensing Image Object Detection arXiv:2503.14012
Object DetectiononVisDrone-DET2019
AP50· 2025-03-18
55
best: 58.3 (CZ Det.)
LEGNet: Lightweight Edge-Gaussian Driven Network for Low-Quality Remote Sensing Image Object Detection arXiv:2503.14012
Object DetectiononVisDrone-DET2019
AP75· 2025-03-18
32.8
best: 33.16 (CZ Det.)
LEGNet: Lightweight Edge-Gaussian Driven Network for Low-Quality Remote Sensing Image Object Detection arXiv:2503.14012
Object DetectiononDIOR-R
mAP· 2025-03-18
68.4
best: 74.54 (MAE+MTP(ViT-L+RVSA))
LEGNet: Lightweight Edge-Gaussian Driven Network for Low-Quality Remote Sensing Image Object Detection arXiv:2503.14012