Involution Alternatives

Similar projects and alternatives to involution based on common topics and language

NOTE: The number of mentions on this list indicates mentions on common posts plus user suggested alternatives. Hence, a higher number means a better involution alternative or higher similarity.

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involution reviews and mentions

Posts with mentions or reviews of involution. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2021-05-10.
  • [R] Involution: Inverting the Inherence of Convolution for Visual Recognition
    3 projects | | 10 May 2021
    Abstract: Convolution has been the core ingredient of modern neural networks, triggering the surge of deep learning in vision. In this work, we rethink the inherent principles of standard convolution for vision tasks, specifically spatial-agnostic and channel-specific. Instead, we present a novel atomic operation for deep neural networks by inverting the aforementioned design principles of convolution, coined as involution. We additionally demystify the recent popular self-attention operator and subsume it into our involution family as an over-complicated instantiation. The proposed involution operator could be leveraged as fundamental bricks to build the new generation of neural networks for visual recognition, powering different deep learning models on several prevalent benchmarks, including ImageNet classification, COCO detection and segmentation, together with Cityscapes segmentation. Our involution-based models improve the performance of convolutional baselines using ResNet-50 by up to 1.6% top-1 accuracy, 2.5% and 2.4% bounding box AP, and 4.7% mean IoU absolutely while compressing the computational cost to 66%, 65%, 72%, and 57% on the above benchmarks, respectively. Code and pre-trained models for all the tasks are available at this https URL.
    3 projects | | 10 May 2021
    PDF Link | Landing Page | Read as web page on arXiv Vanity
    3 projects | | 10 May 2021
  • [P] PyTorch Involution layer wrapper
    3 projects | | 9 May 2021
    Have you benchmarked it against the official implementations? Would be interesting to see what the difference is versus their CUDA version.
    3 projects | | 9 May 2021
    Here's the paper if you haven't read it yet:
  • [D] Paper Explained - Involution: Inverting the Inherence of Convolution for Visual Recognition (Full Video Analysis)
    1 project | | 8 May 2021


Basic involution repo stats
10 months ago

d-li14/involution is an open source project licensed under MIT License which is an OSI approved license.

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