OpenCodePapers
cross-domain-few-shot-object-detection-on
Object Detection
Few-Shot Object Detection
Cross-Domain Few-Shot Object Detection
Results over time
Click legend items to toggle metrics. Hover points for model names.
Leaderboard
Show papers without code
Paper
Code
mAP
↕
ModelName
ReleaseDate
↕
Enhance Then Search: An Augmentation-Search Strategy with Foundation Models for Cross-Domain Few-Shot Object Detection
✓ Link
71.2
ETS
2025-04-06
CDFormer: Cross-Domain Few-Shot Object Detection Transformer Against Feature Confusion
✓ Link
68.7
CDFormer(w/FT)
2025-05-02
Cross-Domain Few-Shot Object Detection via Enhanced Open-Set Object Detector
✓ Link
60.5
CD-ViTO
2024-02-05
Balanced ID-OOD tradeoff transfer makes query based detectors good few shot learners
58.4
BIOT(10-Shot)
2024-05-23
Balanced ID-OOD tradeoff transfer makes query based detectors good few shot learners
53.3
BIOT(5-Shot)
2024-05-23
Detect Everything with Few Examples
✓ Link
49.2
DE-ViT-FT
2023-09-22
CDFormer: Cross-Domain Few-Shot Object Detection Transformer Against Feature Confusion
✓ Link
37.3
CDFormer(w/o FT)
2025-05-02
No time to train! Training-Free Reference-Based Instance Segmentation
✓ Link
35.0
Training-free(w/o FT)
2025-07-03
Exploring Plain Vision Transformer Backbones for Object Detection
✓ Link
23.4
ViTDeT-FT
2022-03-30
FSCE: Few-Shot Object Detection via Contrastive Proposal Encoding
✓ Link
15.9
FSCE
2021-03-10
DeFRCN: Decoupled Faster R-CNN for Few-Shot Object Detection
✓ Link
15.5
DeFRCN
2021-08-20
Frustratingly Simple Few-Shot Object Detection
✓ Link
14.8
TFA w/cos
2020-03-16
Meta-RCNN: Meta Learning for Few-Shot Object Detection
14.0
Meta-RCNN
2019-09-25
Detecting Twenty-thousand Classes using Image-level Supervision
✓ Link
12.0
Detic-FT
2022-01-07
Detect Everything with Few Examples
✓ Link
9.2
DE-ViT(w/o FT)
2023-09-22
Detecting Twenty-thousand Classes using Image-level Supervision
✓ Link
0.6
Detic(w/o FT)
2022-01-07