| Paper | Code | MAE(test) | RMSE(test) | AP50(test) | AP(test) | ModelName | ReleaseDate |
|---|---|---|---|---|---|---|---|
| A Novel Unified Architecture for Low-Shot Counting by Detection and Segmentation | ✓ Link | 7.64 | 39.39 | 75.89 | 46.81 | GECO2 | 2026-01-01 |
| A Novel Unified Architecture for Low-Shot Counting by Detection and Segmentation | ✓ Link | 7.91 | 54.28 | 75.06 | 43.42 | GeCo | 2024-09-27 |
| CountGD++: Generalized Prompting for Open-World Counting | ✓ Link | 8.39 | 27.03 | 71.35 | 38.93 | CountGD++ | 2025-12-29 |
| DAVE -- A Detect-and-Verify Paradigm for Low-Shot Counting | ✓ Link | 10.45 | 74.51 | 62.82 | 26.81 | DAVE | 2024-04-25 |
| Point Segment and Count: A Generalized Framework for Object Counting | ✓ Link | 13.05 | 112.86 | 73.33 | 42.98 | PSECO | 2024-01-01 |
| Few-Shot Pattern Detection via Template Matching and Regression | 13.78 | 51.87 | 73.83 | 44.43 | TMR | 2025-08-25 | |
| Few-shot Object Counting and Detection | ✓ Link | 16.79 | 123.56 | 50.57 | 22.66 | Counting-DETR | 2022-07-22 |