Few-Shot Object Detection

Few-Shot Object Detection is a computer vision task that involves detecting objects in images with limited training data. The goal is to train a model on a few examples of each object class and then use the model to detect objects in new images.

Papers

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Showing 1–10 of 179 papers

Title	Date	Tasks	Status	Hype
No time to train! Training-Free Reference-Based Instance Segmentation	Jul 3, 2025	Cross-Domain Few-Shot Object DetectionFew-Shot Object Detection	CodeCode Available	3
Decoupling Classifier for Boosting Few-shot Object Detection and Instance Segmentation	May 20, 2025	Few-Shot Object DetectionInstance Segmentation	CodeCode Available	1
CDFormer: Cross-Domain Few-Shot Object Detection Transformer Against Feature Confusion	May 2, 2025	Cross-Domain Few-ShotCross-Domain Few-Shot Object Detection	CodeCode Available	1
NTIRE 2025 Challenge on Cross-Domain Few-Shot Object Detection: Methods and Results	Apr 14, 2025	Cross-Domain Few-ShotCross-Domain Few-Shot Object Detection	CodeCode Available	2
Generalized Semantic Contrastive Learning via Embedding Side Information for Few-Shot Object Detection	Apr 9, 2025	Contrastive Learningcounterfactual	CodeCode Available	2
Enhance Then Search: An Augmentation-Search Strategy with Foundation Models for Cross-Domain Few-Shot Object Detection	Apr 6, 2025	Cross-Domain Few-ShotCross-Domain Few-Shot Object Detection	CodeCode Available	2
Multimodal Reference Visual Grounding	Apr 2, 2025	Few-Shot Object DetectionVisual Grounding	—Unverified	0
Context in object detection: a systematic literature review	Mar 29, 2025	Few-Shot Object DetectionObject	—Unverified	0
Exploring Few-Shot Object Detection on Blood Smear Images: A Case Study of Leukocytes and Schistocytes	Mar 21, 2025	Few-Shot Object Detectionobject-detection	—Unverified	0
Visual-RFT: Visual Reinforcement Fine-Tuning	Mar 3, 2025	Few-Shot Object DetectionFine-Grained Image Classification	CodeCode Available	7

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All datasets MS-COCO (10-shot)CAMO-FS MS-COCO (30-shot)LVIS v1.0 val MS-COCO (1-shot)LVIS v1.0 test-dev ODinW-13 ODinW-35 COCO 2017 MS-COCO (5-shot)

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	Training-free	AP	26.5	—	Unverified
2	hANMCL	AP	13.4	—	Unverified
3	UniFS	AP	12.7	—	Unverified
4	RISF	AP	11.7	—	Unverified
5	DCFS	AP	10	—	Unverified
6	DeFRCN	AP	9.3	—	Unverified
7	DCFS	AP	8.1	—	Unverified