Object Detection on WHU dataset
72.5AP (bbox)RSPrompter (query)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| RSPrompter (query)Backbone=ViT-Base, Params (M)=101.02, bb-Params (M)=89.67, bb-FLOPs (G)=9722026.06 | 72.5 | 91 | 81.7 | |
| RSPrompter (anchor)Backbone=ViT-Base, Params (M)=117.09, bb-Params (M)=89.67, bb-FLOPs (G)=9722026.06 | 71.9 | 90 | 82.8 | |
| SAM-seg (Mask2Former)Backbone=ViT-Base, Params (M)=112.16, bb-Params (M)=89.67, bb-FLOPs (G)=9722026.06 | 70.7 | 88.4 | 79.1 | |
| SAM-seg (Mask RCNN)Backbone=ViT-Base, Params (M)=309.69, bb-Params (M)=89.67, bb-FLOPs (G)=9722026.06 | 70.3 | 89.8 | 81.9 | |
| RS4D (box)Backbone=SSM, Params (M)=33.20, bb-Params (M)=11.75, bb-FLOPs (G)=108.82026.06 | 70.3 | 89.3 | 79.2 | |
| Mask2FormerBackbone=ResNet50, Params (M)=44.02, bb-Params (M)=25.56, bb-FLOPs (G)=172.692026.06 | 69.3 | 90.7 | 75.6 | |
| SAM-detBackbone=ViT-Base, Params (M)=135.08, bb-Params (M)=89.67, bb-FLOPs (G)=9722026.06 | 69.1 | 90.1 | 79.2 | |
| HTCBackbone=ResNet50, Params (M)=46.59, bb-Params (M)=25.56, bb-FLOPs (G)=172.692026.06 | 68.4 | 87.8 | 77.8 | |
| SCNetBackbone=ResNet50, Params (M)=94.80, bb-Params (M)=25.56, bb-FLOPs (G)=172.692026.06 | 68.1 | 87.6 | 77.7 | |
| MS RCNNBackbone=ResNet50, Params (M)=60.74, bb-Params (M)=25.56, bb-FLOPs (G)=172.692026.06 | 67.7 | 87.2 | 77.1 | |
| RS4D (prompt)Backbone=SSM, Params (M)=38.83, bb-Params (M)=11.75, bb-FLOPs (G)=108.82026.06 | 67.7 | 89 | 77.6 | |
| CondInstBackbone=ResNet50, Params (M)=34.16, bb-Params (M)=25.56, bb-FLOPs (G)=172.692026.06 | 66.7 | 87.5 | 76.7 | |
| BoxInstBackbone=ResNet50, Params (M)=35.14, bb-Params (M)=25.56, bb-FLOPs (G)=172.692026.06 | 66.7 | 86.4 | 75.7 | |
| CATNetBackbone=ResNet50, Params (M)=54.77, bb-Params (M)=25.56, bb-FLOPs (G)=172.692026.06 | 66.7 | 86.3 | 76.4 | |
| Mask RCNNBackbone=ResNet50, Params (M)=44.18, bb-Params (M)=25.56, bb-FLOPs (G)=172.692026.06 | 66.4 | 86.3 | 76.3 | |
| HQ-ISNetBackbone=ResNet50, Params (M)=80.56, bb-Params (M)=25.56, bb-FLOPs (G)=172.692026.06 | 66.1 | 86 | 75.7 | |
| Cascade Mask RCNNBackbone=ResNet50, Params (M)=77.02, bb-Params (M)=25.56, bb-FLOPs (G)=172.692026.06 | 65.3 | 83.6 | 75.1 | |
| ViTDetBackbone=Swin-Huge, Params (M)=679.42, bb-Params (M)=655.58, bb-FLOPs (G)=375.102026.06 | 61.1 | 82.9 | 71.2 | |
| CBNetv2Backbone=Swin-Tiny, Params (M)=75.58, bb-Params (M)=28.30, bb-FLOPs (G)=12.472026.06 | 60 | 86.6 | 73.6 | |
| SwinV2 (HTC++)Backbone=SwinV2-Huge, Params (M)=709.09, bb-Params (M)=655.14, bb-FLOPs (G)=303.372026.06 | 46.8 | 62.2 | 54.5 | |
| SAM-clsBackbone=ViT-Base2026.06 | 46.8 | 65.7 | 53.5 |