Swin-Transformer-Object-Detection
deepmind-perceiver
| Swin-Transformer-Object-Detection | deepmind-perceiver | |
|---|---|---|
| 4 | 1 | |
| 1,710 | 62 | |
| 0.1% | - | |
| 0.0 | 0.0 | |
| about 1 year ago | about 3 years ago | |
| Python | Jupyter Notebook | |
| Apache License 2.0 | MIT License |
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Swin-Transformer-Object-Detection
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Transfer Learning on Swin Transformer as a backbone for instance segmentation using MRCNN
I'm currently trying to transfer learn a set of custom classes of fish, for instance segmentation. I have found the official implementation of Swin Transformer as a backbone for instance segmentation using MRCNN: https://github.com/SwinTransformer/Swin-Transformer-Object-Detection.
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Advice on Masters project | Vision transformers
Hi, So my project is to do with object detection on trash in the wild on this fairly obscure dataset: http://tacodataset.org/ and I was thinking of applying vision transformers to it for feature extraction. I was thinking of taking the YOLOX implementation and swapping out the backbone with swin transformers and perform bunch of comparisons/experiments for the write up. Sort of like how they applied swin transformers to mask R-CNN here but I am struggling to understand where to begin.
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[P] I implemented DeepMind's "Perceiver" in PyTorch
Yes, have a look at this paper.
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[P] Code and pretrained models for Swin Transformer are released (SOTA models on COCO and ADE20K)
Object detection on COCO: https://github.com/SwinTransformer/Swin-Transformer-Object-Detection
deepmind-perceiver
What are some alternatives?
Mask_RCNN - Mask R-CNN for object detection and instance segmentation on Keras and TensorFlow
Perceiver - Implementation of Perceiver, General Perception with Iterative Attention in TensorFlow
YOLOX - YOLOX is a high-performance anchor-free YOLO, exceeding yolov3~v5 with MegEngine, ONNX, TensorRT, ncnn, and OpenVINO supported. Documentation: https://yolox.readthedocs.io/
Video-Swin-Transformer - This is an official implementation for "Video Swin Transformers".
Swin-Transformer-Tensorflow - Unofficial implementation of "Swin Transformer: Hierarchical Vision Transformer using Shifted Windows" (https://arxiv.org/abs/2103.14030)
Swin-Transformer-Semantic-Segmentation - This is an official implementation for "Swin Transformer: Hierarchical Vision Transformer using Shifted Windows" on Semantic Segmentation.
Swin-Transformer-Serve - Deploy Swin Transformer using TorchServe
PaddleClas - A treasure chest for visual classification and recognition powered by PaddlePaddle
TACO - 🌮 Trash Annotations in Context Dataset Toolkit
taco - The Tensor Algebra Compiler (taco) computes sparse tensor expressions on CPUs and GPUs