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SotA/Methodology/2D Classification/LVIS v1.0 val

2D Classification on LVIS v1.0 val

Metric: box AP (higher is better)

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#Model↕box AP▼AugmentationsPaperDate↕Code
1Co-DETR (single-scale)68YesDETRs with Collaborative Hybrid Assignments Trai...2022-11-22Code
2Grounding DINO 1.5 Pro63.5YesGrounding DINO 1.5: Advance the "Edge" of Open-S...2024-05-16Code
3InternImage-H63.2YesInternImage: Exploring Large-Scale Vision Founda...2022-11-10Code
4EVA62.2YesEVA: Exploring the Limits of Masked Visual Repre...2022-11-14Code
5RichSem (Focal-H + ImageNet as weakly-supervised extra data)61.2YesLearning from Rich Semantics and Coarse Location...2023-10-18Code
6GLEE-Pro55.7YesGeneral Object Foundation Model for Images and V...2023-12-14Code
7ViTDet-H53.4NoExploring Plain Vision Transformer Backbones for...2022-03-30Code
8SimLTD w/MixPL (Swin-L + COCO unlabeled images)51.5YesSimLTD: Simple Supervised and Semi-Supervised Lo...2024-12-28Code
9DiverGen (Swin-L)51.2NoDiverGen: Improving Instance Segmentation by Lea...2024-05-16Code
10ViTDet-L51.2NoExploring Plain Vision Transformer Backbones for...2022-03-30Code
11CenterNet2 (Swin-L w/ X-Paste + Copy-Paste)50.9NoX-Paste: Revisiting Scalable Copy-Paste for Inst...2022-12-07Code
12SimLTD Fully Supervised (Swin-L)49.8NoSimLTD: Simple Supervised and Semi-Supervised Lo...2024-12-28Code
13Eff-B7 NAS-FPN (1280, Copy-Paste pre-training))41.6NoSimple Copy-Paste is a Strong Data Augmentation ...2020-12-13Code
14R101-MaskRCNN-LOCE29NoExploring Classification Equilibrium in Long-Tai...2021-08-17Code
15R50-MaskRCNN-LOCE27.4NoExploring Classification Equilibrium in Long-Tai...2021-08-17Code