DETRs with Collaborative Hybrid Assignments Training | ✓ Link | 68.0 | | Co-DETR (single-scale) | 2022-11-22 |
Grounding DINO 1.5: Advance the "Edge" of Open-Set Object Detection | ✓ Link | 63.5 | 64.0 | Grounding DINO 1.5 Pro | 2024-05-16 |
InternImage: Exploring Large-Scale Vision Foundation Models with Deformable Convolutions | ✓ Link | 63.2 | | InternImage-H | 2022-11-10 |
EVA: Exploring the Limits of Masked Visual Representation Learning at Scale | ✓ Link | 62.2 | 55.1 | EVA | 2022-11-14 |
Learning from Rich Semantics and Coarse Locations for Long-tailed Object Detection | ✓ Link | 61.2 | 61.2 | RichSem (Focal-H + ImageNet as weakly-supervised extra data) | 2023-10-18 |
General Object Foundation Model for Images and Videos at Scale | ✓ Link | 55.7 | | GLEE-Pro | 2023-12-14 |
Exploring Plain Vision Transformer Backbones for Object Detection | ✓ Link | 53.4 | | ViTDet-H | 2022-03-30 |
SimLTD: Simple Supervised and Semi-Supervised Long-Tailed Object Detection | ✓ Link | 51.5 | | SimLTD w/MixPL (Swin-L + COCO unlabeled images) | 2024-12-28 |
DiverGen: Improving Instance Segmentation by Learning Wider Data Distribution with More Diverse Generative Data | ✓ Link | 51.2 | 50.1 | DiverGen (Swin-L) | 2024-05-16 |
Exploring Plain Vision Transformer Backbones for Object Detection | ✓ Link | 51.2 | | ViTDet-L | 2022-03-30 |
X-Paste: Revisiting Scalable Copy-Paste for Instance Segmentation using CLIP and StableDiffusion | ✓ Link | 50.9 | 48.7 | CenterNet2 (Swin-L w/ X-Paste + Copy-Paste) | 2022-12-07 |
SimLTD: Simple Supervised and Semi-Supervised Long-Tailed Object Detection | ✓ Link | 49.8 | 42.4 | SimLTD Fully Supervised (Swin-L) | 2024-12-28 |
Simple Copy-Paste is a Strong Data Augmentation Method for Instance Segmentation | ✓ Link | 41.6 | | Eff-B7 NAS-FPN (1280, Copy-Paste pre-training)) | 2020-12-13 |
Exploring Classification Equilibrium in Long-Tailed Object Detection | ✓ Link | 29 | | R101-MaskRCNN-LOCE | 2021-08-17 |
Exploring Classification Equilibrium in Long-Tailed Object Detection | ✓ Link | 27.4 | | R50-MaskRCNN-LOCE | 2021-08-17 |