Papers › A Strong and Reproducible Object Detector with Only Public Datasets
A Strong and Reproducible Object Detector with Only Public Datasets
Tianhe Ren, Jianwei Yang, Shilong Liu, Ailing Zeng, Feng Li, Hao Zhang, Hongyang Li, Zhaoyang Zeng, Lei Zhang
This work presents Focal-Stable-DINO, a strong and reproducible object detection model which achieves 64.6 AP on COCO val2017 and 64.8 AP on COCO test-dev using only 700M parameters without any test time augmentation. It explores the combination of the powerful FocalNet-Huge backbone with the effective Stable-DINO detector. Different from existing SOTA models that utilize an extensive number of parameters and complex training techniques on large-scale private data or merged data, our model is exclusively trained on the publicly available dataset Objects365, which ensures the reproducibility of our approach.
In Syntology Open this paper in Syntology's Atlas, the map of the papers in Syntology's graph and their citations.
Code
Repository list and official/mentioned flags are the archive's, frozen 2025-07-28. Reachability, where shown, is from one Syntology probe window (2026-09-16 to 2026-09-18); repositories not probed show nothing. GitHub stars are not tracked.
Code Syntology ran Syntology
Not run by Syntology. Nothing on this page verifies that the listed code works.
Tasks
Results from the paper archive 2025-07-28
| Task | Dataset | Model | Metric | Value | Rank at snapshot | Leaderboard | Report |
|---|---|---|---|---|---|---|---|
| Object Detection | COCO minival | Focal-Stable-DINO (Focal-Huge, no TTA) | AP50 | 81.5 | #6 of 220 | Archive leaderboard | report |
| Object Detection | COCO minival | Focal-Stable-DINO (Focal-Huge, no TTA) | AP75 | 71.4 | #6 of 220 | Archive leaderboard | report |
| Object Detection | COCO minival | Focal-Stable-DINO (Focal-Huge, no TTA) | APL | 78.5 | #6 of 220 | Archive leaderboard | report |
| Object Detection | COCO minival | Focal-Stable-DINO (Focal-Huge, no TTA) | APM | 68.5 | #6 of 220 | Archive leaderboard | report |
| Object Detection | COCO minival | Focal-Stable-DINO (Focal-Huge, no TTA) | APS | 50.4 | #6 of 220 | Archive leaderboard | report |
| Object Detection | COCO minival | Focal-Stable-DINO (Focal-Huge, no TTA) | Params (M) | 689 | #6 of 220 | Archive leaderboard | report |
| Object Detection | COCO minival | Focal-Stable-DINO (Focal-Huge, no TTA) | box AP | 64.6 | #6 of 220 | Archive leaderboard | report |
| Object Detection | COCO test-dev | Focal-Stable-DINO (Focal-Huge, no TTA) | AP50 | 81.7 | #5 of 225 | Archive leaderboard | report |
| Object Detection | COCO test-dev | Focal-Stable-DINO (Focal-Huge, no TTA) | AP75 | 71.5 | #5 of 225 | Archive leaderboard | report |
| Object Detection | COCO test-dev | Focal-Stable-DINO (Focal-Huge, no TTA) | APL | 78 | #5 of 225 | Archive leaderboard | report |
| Object Detection | COCO test-dev | Focal-Stable-DINO (Focal-Huge, no TTA) | APM | 67.6 | #5 of 225 | Archive leaderboard | report |
| Object Detection | COCO test-dev | Focal-Stable-DINO (Focal-Huge, no TTA) | APS | 48.6 | #5 of 225 | Archive leaderboard | report |
| Object Detection | COCO test-dev | Focal-Stable-DINO (Focal-Huge, no TTA) | Params (M) | 689 | #5 of 225 | Archive leaderboard | report |
| Object Detection | COCO test-dev | Focal-Stable-DINO (Focal-Huge, no TTA) | box mAP | 64.8 | #5 of 225 | Archive leaderboard | report |
Ranks are positions in the archive's leaderboards as they stood at the 2025-07-28 snapshot. Results published since then are not among these rows, so a rank here is not a current standing.
Methods
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections