Research map / Detection and segmentation / Open-set and few-shot detection
Don't Even Look Once: Synthesizing Features for Zero-Shot Detection
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Add synthetic unseen visual features and retrain the confidence predictor | YOLOv2 detector (DELO) · Pascal VOC and MS COCO, all reported splits and TU/TS/TM configurations | AP | Helped |
| Remove the visual consistency checker (ablation) | DELO feature generator · Pascal VOC 10/10, TU | AP: 61.3 -> 59.5 | Hurt |
| Remove the visual consistency checker (ablation) | DELO feature generator · Pascal VOC 10/10, TS | AP: 73.5 -> 73.2 | Hurt |
| Remove the visual consistency checker (ablation) | DELO feature generator · Pascal VOC 10/10, TM | AP: 59.6 -> 58.5 | Hurt |
| Add confidence consistency supervision (ablation) | DELO feature generator · Pascal VOC 10/10, TU | AP: +1.1 | Helped |
| Add confidence consistency supervision (ablation) | DELO feature generator · Pascal VOC 10/10, TM | AP: +0.5 | Helped |
| Add classifier consistency supervision (ablation) | DELO feature generator · Pascal VOC 10/10, TU | AP: +0.3 | Helped |
| Add classifier consistency supervision (ablation) | DELO feature generator · Pascal VOC 10/10, TM | AP: +0.4 | Helped |
| Add attribute consistency supervision (ablation) | DELO feature generator · Pascal VOC 10/10, TU | AP: +0.3 | Helped |
| Add attribute consistency supervision (ablation) | DELO feature generator · Pascal VOC 10/10, TS | AP: +0.1 | Helped |
| Add attribute consistency supervision (ablation) | DELO feature generator · Pascal VOC 10/10, TM | AP: +0.2 | Helped |
| Set the number of generated unseen examples to zero instead of using unseen synthetic data (ablation) | DELO confidence predictor · Pascal VOC 10/10, TU and TM | AP: >2% | Hurt |
Closest papers by meaning
- SAUI: Scale-Aware Unseen Imagineer for Zero-Shot Object Detection (AAAI 2024 · similarity 0.90)
- Robust Region Feature Synthesizer for Zero-Shot Object Detection (CVPR 2022 · similarity 0.89)
- Roboflow100-VL: A Multi-Domain Object Detection Benchmark for Vision-Language Models (NeurIPS 2025 · similarity 0.88)
- Revisiting Few-Shot Object Detection with Vision-Language Models (NeurIPS 2024 · similarity 0.88)
- Unsupervised Object Detection with Theoretical Guarantees (NeurIPS 2024 · similarity 0.87)
- Believing is Seeing: Unobserved Object Detection using Generative Models (CVPR 2025 · similarity 0.87)
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