Collections: - Name: Grounding DINO Metadata: Training Data: Objects365, GoldG, CC3M and COCO Training Techniques: - AdamW - Multi Scale Train - Gradient Clip Training Resources: 3090 GPUs Architecture: - Swin Transformer - BERT Paper: URL: https://arxiv.org/abs/2303.05499 Title: 'Grounding DINO: Marrying DINO with Grounded Pre-Training for Open-Set Object Detection ' README: configs/grounding_dino/README.md Code: URL: Version: v3.0.0 Models: - Name: grounding_dino_swin-t_pretrain_obj365_goldg_cap4m In Collection: Grounding DINO Config: configs/grounding_dino/grounding_dino_swin-t_pretrain_obj365_goldg_cap4m.py Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 48.5 Weights: https://download.openmmlab.com/mmdetection/v3.0/grounding_dino/groundingdino_swint_ogc_mmdet-822d7e9d.pth - Name: grounding_dino_swin-b_pretrain_mixeddata In Collection: Grounding DINO Config: configs/grounding_dino/grounding_dino_swin-b_pretrain_mixeddata.py Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 56.9 Weights: https://download.openmmlab.com/mmdetection/v3.0/grounding_dino/groundingdino_swinb_cogcoor_mmdet-55949c9c.pth - Name: grounding_dino_swin-t_finetune_16xb2_1x_coco In Collection: Grounding DINO Config: configs/grounding_dino/grounding_dino_swin-t_finetune_16xb2_1x_coco.py Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 58.1 Weights: https://download.openmmlab.com/mmdetection/v3.0/grounding_dino/grounding_dino_swin-t_finetune_16xb2_1x_coco/grounding_dino_swin-t_finetune_16xb2_1x_coco_20230921_152544-5f234b20.pth - Name: grounding_dino_swin-b_finetune_16xb2_1x_coco In Collection: Grounding DINO Config: configs/grounding_dino/grounding_dino_swin-b_finetune_16xb2_1x_coco.py Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 59.7 Weights: https://download.openmmlab.com/mmdetection/v3.0/grounding_dino/grounding_dino_swin-b_finetune_16xb2_1x_coco/grounding_dino_swin-b_finetune_16xb2_1x_coco_20230921_153201-f219e0c0.pth - Name: grounding_dino_r50_scratch_8xb2_1x_coco In Collection: Grounding DINO Config: configs/grounding_dino/grounding_dino_r50_scratch_8xb2_1x_coco.py Results: - Task: Object Detection Dataset: COCO Metrics: box AP: 48.9 Weights: https://download.openmmlab.com/mmdetection/v3.0/grounding_dino/grounding_dino_r50_scratch_8xb2_1x_coco/grounding_dino_r50_scratch_1x_coco-fe0002f2.pth