Ongoing projects can be found in out GitHub Projects. We appreciate all contributions to improve MMDetection. Please refer to FAQ for frequently asked questions. Some other methods are also supported in projects using MMDetection. Label Assignment Distillation (WACV'2022). Side-Aware Boundary Localization (ECCV'2020).Moreover, we conduct evaluations from multiple dimensions, including OOD, REC, Phrase Grounding, OVD, and Fine-tune, to fully excavate the advantages and disadvantages of Grounding pre-training, hoping to provide inspiration for future work. Therefore, we propose MM-Grounding-DINO, which not only serves as an open source replication version of Grounding DINO, but also achieves significant performance improvement based on reconstructed data types, exploring different dataset combinations and initialization strategies. However, its training part has not been open sourced. Grounding DINO is a grounding pre-training model that unifies 2d open vocabulary object detection and phrase grounding, with wide applications. MM-Grounding-DINO: An Open and Comprehensive Pipeline for Unified Object Grounding and Detection The newly released RTMDet also obtains new state-of-the-art results on real-time instance segmentation and rotated object detection tasks and the best parameter-accuracy trade-off on object detection.Īpart from MMDetection, we also released MMEngine for model training and MMCV for computer vision research, which are heavily depended on by this toolbox. The toolbox stems from the codebase developed by the MMDet team, who won COCO Detection Challenge in 2018, and we keep pushing it forward. The training speed is faster than or comparable to other codebases, including Detectron2, maskrcnn-benchmark and SimpleDet. The toolbox directly supports multiple detection tasks such as object detection, instance segmentation, panoptic segmentation, and semi-supervised object detection.Īll basic bbox and mask operations run on GPUs. We decompose the detection framework into different components and one can easily construct a customized object detection framework by combining different modules. MMDetection is an open source object detection toolbox based on PyTorch.
0 Comments
Leave a Reply. |
AuthorWrite something about yourself. No need to be fancy, just an overview. ArchivesCategories |