medicaldetectiontoolkit
3d-multi-resolution-rcnn
| medicaldetectiontoolkit | 3d-multi-resolution-rcnn | |
|---|---|---|
| 2 | 1 | |
| 1,269 | 25 | |
| 0.6% | - | |
| 0.0 | 0.0 | |
| about 1 month ago | over 3 years ago | |
| Python | Python | |
| Apache License 2.0 | Apache License 2.0 |
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medicaldetectiontoolkit
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3D rcnn
Checkout https://github.com/MIC-DKFZ/medicaldetectiontoolkit, they have a recent 3d rcnn implementation. Their paper is a good start on the topic. Also have a look at nnDetection from the same group, it might provide some more leads. Hth
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3D Faster R-CNN for microscopy image analysis
I'm doing research in the area of biomedical image processing using deep learning. At the moment, I'm focused in the detection of biological structures in 3D microscopy images. For this task I trained a Faster R-CNN architecture, however I noticed that while the training loss is decreasing the validation loss is high, doesn't decrease and sometimes oscillates. When I looked at the results, the bounding boxes in the training and validation sets were too small but located at random spots. At first I thought that I should adjust the size of the anchors, however, even after trying different anchor sizes the results didn't improve. I would like to know if anyone has experience in working with 3D Faster R-CNN that could help me with suggestions for this project. (btw, I'm using the code available in this repo). Thanks in advance.
3d-multi-resolution-rcnn
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3D rcnn
Is this what you're looking for: https://github.com/arthur801031/3d-multi-resolution-rcnn
What are some alternatives?
nnUNet
mmdetection3d - OpenMMLab's next-generation platform for general 3D object detection.
Mask-RCNN-TF2 - Mask R-CNN for object detection and instance segmentation on Keras and TensorFlow 2.0
sahi - Framework agnostic sliced/tiled inference + interactive ui + error analysis plots
BlenderProc - A procedural Blender pipeline for photorealistic training image generation
torchio - Medical imaging toolkit for deep learning
MONAILabel - MONAI Label is an intelligent open source image labeling and learning tool.
mmocr - OpenMMLab Text Detection, Recognition and Understanding Toolbox
PaddleDetection - Object Detection toolkit based on PaddlePaddle. It supports object detection, instance segmentation, multiple object tracking and real-time multi-person keypoint detection.
EPro-PnP - [CVPR 2022 Oral, Best Student Paper] EPro-PnP: Generalized End-to-End Probabilistic Perspective-n-Points for Monocular Object Pose Estimation