SparK VS SimMIM

Compare SparK vs SimMIM and see what are their differences.

SparK

[ICLR'23 Spotlight🔥] The first successful BERT/MAE-style pretraining on any convolutional network; Pytorch impl. of "Designing BERT for Convolutional Networks: Sparse and Hierarchical Masked Modeling" (by keyu-tian)
Bert convnet convolutional-neural-networks masked-image-modeling pre-trained-model self-supervised-learning sparse-convolution SSL Cnn iclr iclr2023 Deep Learning object-detection Pytorch instance-segmentation mask-rcnn mae masked-autoencoder pretrain pretraining
Source Code
arxiv.org
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SimMIM

This is an official implementation for "SimMIM: A Simple Framework for Masked Image Modeling". (by microsoft)
self-supervised-learning masked-image-modeling image-classification swin-transformer
Source Code
arxiv.org
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SparK SimMIM
3 1
1,388 860
- 0.0%
7.3 0.0
3 months ago over 1 year ago
Python Python
MIT License MIT License
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SparK

Posts with mentions or reviews of SparK. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-01-17.

SimMIM

Posts with mentions or reviews of SimMIM. We have used some of these posts to build our list of alternatives and similar projects.
  • My DL model mis-segment wrong objects with similar colors
    1 project | /r/computervision | 20 Mar 2023
    It seems the segmentation task is complex. One thing that I can suggest that definitely worked for me is Self-supervised learning prior to training. The task of the sel-supervision is very important. In your case I suggest Masked Image Modeling because it does not rely heavily on shapes and colors but can leverage them if they exist. Check out SimMIM by Microsoft. https://arxiv.org/abs/2111.09886 . https://github.com/microsoft/simmim

What are some alternatives?

When comparing SparK and SimMIM you can also consider the following projects:

SincNet - SincNet is a neural architecture for efficiently processing raw audio samples.

Unsupervised-Classification - SCAN: Learning to Classify Images without Labels, incl. SimCLR. [ECCV 2020]

mmselfsup - OpenMMLab Self-Supervised Learning Toolbox and Benchmark

mmdetection - OpenMMLab Detection Toolbox and Benchmark

cnnimageretrieval-pytorch - CNN Image Retrieval in PyTorch: Training and evaluating CNNs for Image Retrieval in PyTorch

PaddleClas - A treasure chest for visual classification and recognition powered by PaddlePaddle

DeepMalwareDetector - A Deep Learning framework that analyses Windows PE files to detect malicious Softwares.

Swin-Transformer - This is an official implementation for "Swin Transformer: Hierarchical Vision Transformer using Shifted Windows".

SparK vs SincNet SimMIM vs Unsupervised-Classification SparK vs mmselfsup SimMIM vs mmdetection SparK vs cnnimageretrieval-pytorch SimMIM vs PaddleClas SparK vs DeepMalwareDetector SimMIM vs Swin-Transformer