Research map / Detection and segmentation / Weakly supervised detection and segmentation
Weakly Supervised Rotation-Invariant Aerial Object Detection Network
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use RINet's rotation-consistent supervision and instance mining instead of TCANet | Weakly supervised aerial object detection · NWPU VHR-10.v2 testing | mAP: 58.8 -> 70.4 | Helped |
| Use RINet's rotation-consistent supervision and instance mining instead of TCANet | Weakly supervised aerial object detection · DIOR testing | mAP: 25.8 -> 28.3 | Helped |
| Use RINet's rotation-consistent supervision and instance mining instead of TCANet | Weakly supervised aerial object detection · DIOR trainval | CorLoc: 49.4 -> 52.8 | Helped |
| Add rotation-invariant learning to the OICR baseline (ablation) | RINet · DIOR trainval and testing | mAP: 18.7 -> 26.6 | Helped |
| Add rotation-invariant learning to the OICR baseline (ablation) | RINet · DIOR trainval and testing | CorLoc: 43.3 -> 48.8 | Helped |
| Add proposal cluster learning (ablation) | RINet · DIOR trainval and testing | mAP: 26.6 -> 27.1 | Helped |
| Add proposal cluster learning (ablation) | RINet · DIOR trainval and testing | CorLoc: 48.8 -> 51.4 | Helped |
| Add complementary multiple instance mining (ablation) | RINet · DIOR trainval and testing | mAP: 26.6 -> 28.3 | Helped |
| Add complementary multiple instance mining (ablation) | RINet · DIOR trainval and testing | CorLoc: 48.8 -> 52.8 | Helped |
Closest papers by meaning
- ReDet: A Rotation-Equivariant Detector for Aerial Object Detection (CVPR 2021 · similarity 0.90)
- FRED: Towards a Full Rotation-Equivariance in Aerial Image Object Detection (AAAI 2024 · similarity 0.90)
- ABBSPO: Adaptive Bounding Box Scaling and Symmetric Prior based Orientation Prediction for Detecting Aerial Image Objects (CVPR 2025 · similarity 0.89)
- RIFD-CNN: Rotation-Invariant and Fisher Discriminative Convolutional Neural Networks for Object Detection (CVPR 2016 · similarity 0.89)
- Weakly Supervised Few-Shot Object Detection with DETR (AAAI 2024 · similarity 0.85)
- PointOBB: Learning Oriented Object Detection via Single Point Supervision (CVPR 2024 · similarity 0.85)
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