IDEA-Research/GroundingDINO
[ECCV 2024] Official implementation of the paper "Grounding DINO: Marrying DINO with Grounded Pre-Training for Open-Set Object Detection"
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Where it stands
Rank, growth pace and release cadence relative to everything GStars tracks.
Ranks #434 of 3,103 repositories GStars tracks this week (top 14%).
The project lists 27 contributors on GitHub.
Gained 34% fewer stars in the last 90 days than in the 90 days before.
Use Cases & Benefits
- Implements an open-set object detection model combining DINO with grounded pre-training for detecting objects using image and text inputs.
- Enables zero-shot detection of arbitrary objects with high accuracy without requiring task-specific training data.
- Use for zero-shot object detection in images where predefined categories are unavailable or insufficient.
- Use for integrating object detection with image editing workflows leveraging Stable Diffusion or GLIGEN for controllable modifications.
- Use for building vision-language applications that require flexible detection and segmentation of objects described by natural language.
Should you depend on it?
License terms, project hygiene and risks, from GitHub metadata and GStars' snapshots.
License
Apache 2.0
Permissive: commercial use, modification and redistribution are allowed with attribution; includes an explicit patent grant from contributors.
Community files
- README: present
Watch-outs
- Warning: No commits in over a year (last push Aug 2024).
General guidance from repository metadata, not legal advice. How we score
From the README
PyTorch implementation and pretrained models for Grounding DINO. For details, see the paper Grounding DINO: Marrying DINO with Grounded Pre-Training for Open-Set Object Detection.
Daily snapshots
Stars gained per day, and how forks and open issues moved, from GStars' daily snapshots
Forks
1.1K+25
Open issues
324+4
Compared with peers in Computer Vision
Fastest-growing repositories GStars tracks in this cohort for the week of Oct 18, by 7-day star growth
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| huggingface/datasets | 22.1K | +0 | 75 | 18 days ago |
| IDEA-Research/GroundingDINO | 10.7K | +0 | 75 | — |
| mg-chao/snow-apps | 6.1K | +0 | 75 | today |
| Category median | 22.1K | +0 | 75 | — |
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