Research map / Detection and segmentation / Open-set and few-shot detection
Robust Region Feature Synthesizer for Zero-Shot Object Detection
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Add Intra-class Semantic Diverging to the baseline synthesizer (ablation) | Zero-shot object detector · PASCAL VOC, ZSD | mAP (IoU=0.5): 62.1 -> 64.0 | Helped |
| Add Intra-class Semantic Diverging to the baseline synthesizer (ablation) | Zero-shot object detector · PASCAL VOC, GZSD | U mAP (IoU=0.5): 45.9 -> 48.3 | Helped |
| Add InterSP with only synthesized features to the hybrid feature pool (ablation) | Baseline + IntraSD · PASCAL VOC, ZSD | mAP (IoU=0.5): 64.0 -> 64.7 | Helped |
| Add InterSP with real proposal features in the hybrid feature pool (ablation) | Baseline + IntraSD · PASCAL VOC, ZSD | mAP (IoU=0.5): 64.0 -> 65.5 | Helped |
| Use real proposal features in InterSP rather than only synthesized features (ablation) | InterSP feature synthesizer · PASCAL VOC, ZSD | mAP (IoU=0.5): 64.7 -> 65.5; absolute improvement of 1.2% | Helped |
| Use robust region feature synthesis with IntraSD and InterSP | Zero-shot object detector · PASCAL VOC, ZSD | mAP (IoU=0.5): 64.9 -> 65.5 | Helped |
| Use robust region feature synthesis with IntraSD and InterSP | Zero-shot object detector · MS COCO 48/17, ZSD | mAP (IoU=0.5): 10.6 -> 13.4 | Helped |
| Use robust region feature synthesis with IntraSD and InterSP | Zero-shot object detector · MS COCO 65/15, ZSD | mAP (IoU=0.5): 19.0 -> 19.8 | Helped |
| Use robust region feature synthesis with IntraSD and InterSP | Zero-shot object detector · DIOR, ZSD | mAP (IoU=0.5): 10.5 -> 11.3 | Helped |
Closest papers by meaning
- Don't Even Look Once: Synthesizing Features for Zero-Shot Detection (CVPR 2020 · similarity 0.89)
- SAUI: Scale-Aware Unseen Imagineer for Zero-Shot Object Detection (AAAI 2024 · similarity 0.86)
- Fine-Grained Prototypes Distillation for Few-Shot Object Detection (AAAI 2024 · similarity 0.86)
- Revisiting Few-Shot Object Detection with Vision-Language Models (NeurIPS 2024 · similarity 0.86)
- Improved Zero-Shot Classification by Adapting VLMs with Text Descriptions (CVPR 2024 · similarity 0.85)
- Class Semantic Attribute Perception Guided Zero-Shot Learning (AAAI 2025 · similarity 0.85)
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