Efficient AI Backbones including GhostNet, TNT and MLP, developed by Huawei Noah's Ark Lab.
Python
4,423
153 commits
updated Mar 15, 2025
including GhostNet, TNT (Transformer in Transformer), AugViT, WaveMLP and ViG developed by Huawei Noah's Ark Lab.
2024/02/27 The paper of ParameterNet is accepted by CVPR 2024.
2022/12/01 The code of NeurIPS 2022 (Spotlight) GhostNetV2 is released at ./ghostnetv2_pytorch.
2022/11/13 The code of IJCV 2022 G-Ghost RegNet is released at ./g_ghost_pytorch.
2022/06/17 The code of NeurIPS 2022 Vision GNN (ViG) is released at ./vig_pytorch.
2022/02/06 Transformer in Transformer (TNT) is selected as the Most Influential NeurIPS 2021 Papers.
2021/09/18 The extended version of Versatile Filters is accepted by T-PAMI.
2021/08/30 GhostNet paper is selected as the Most Influential CVPR 2020 Papers.
| Model | Paper | Pytorch code | MindSpore code |
|---|---|---|---|
| GhostNet | GhostNet: More Features from Cheap Operations. [CVPR 2020] | ./ghostnet_pytorch | MindSpore Model Zoo |
| GhostNetV2 | GhostNetV2: Enhance Cheap Operation with Long-Range Attention. [NeurIPS 2022 Spotlight] | ./ghostnetv2_pytorch | MindSpore Model Zoo |
| G-GhostNet | GhostNets on Heterogeneous Devices via Cheap Operations. [IJCV 2022] | ./g_ghost_pytorch | MindSpore Model Zoo |
| TinyNet | Model Rubik’s Cube: Twisting Resolution, Depth and Width for TinyNets. [NeurIPS 2020] | ./tinynet_pytorch | MindSpore Model Zoo |
| TNT | Transformer in Transformer. [NeurIPS 2021] | ./tnt_pytorch | MindSpore Model Zoo |
| PyramidTNT | PyramidTNT: Improved Transformer-in-Transformer Baselines with Pyramid Architecture. [CVPR 2022 Workshop] | ./tnt_pytorch | MindSpore Model Zoo |
| CMT | CMT: Convolutional Neural Networks Meet Vision Transformers. [CVPR 2022] | ./cmt_pytorch | MindSpore Model Zoo |
| AugViT | Augmented Shortcuts for Vision Transformers. [NeurIPS 2021] | ./augvit_pytorch | MindSpore Model Zoo |
| SNN-MLP | Brain-inspired Multilayer Perceptron with Spiking Neurons. [CVPR 2022] | ./snnmlp_pytorch | MindSpore Model Zoo |
| WaveMLP | An Image Patch is a Wave: Quantum Inspired Vision MLP. [CVPR 2022] | ./wavemlp_pytorch | MindSpore Model Zoo |
| ViG | Vision GNN: An Image is Worth Graph of Nodes. [NeurIPS 2022] | ./vig_pytorch | - |
| LegoNet | LegoNet: Efficient Convolutional Neural Networks with Lego Filters. [ICML 2019] | ./legonet_pytorch | - |
| Versatile Filters | Learning Versatile Filters for Efficient Convolutional Neural Networks. [NeurIPS 2018] | ./versatile_filters | - |
| ParameterNet | ParameterNet: Parameters Are All You Need. [CVPR 2024]. | ./parameternet_pytorch | - |
596 followers · starred Jun 2022
4,152 followers · starred Aug 2020
438 followers · starred Feb 2020
50 followers · starred Aug 2022
Efficient AI Backbones including GhostNet, TNT and MLP, developed by Huawei Noah's Ark Lab.
Python
4,423
153 commits
updated Mar 15, 2025
including GhostNet, TNT (Transformer in Transformer), AugViT, WaveMLP and ViG developed by Huawei Noah's Ark Lab.
2024/02/27 The paper of ParameterNet is accepted by CVPR 2024.
2022/12/01 The code of NeurIPS 2022 (Spotlight) GhostNetV2 is released at ./ghostnetv2_pytorch.
2022/11/13 The code of IJCV 2022 G-Ghost RegNet is released at ./g_ghost_pytorch.
2022/06/17 The code of NeurIPS 2022 Vision GNN (ViG) is released at ./vig_pytorch.
2022/02/06 Transformer in Transformer (TNT) is selected as the Most Influential NeurIPS 2021 Papers.
2021/09/18 The extended version of Versatile Filters is accepted by T-PAMI.
2021/08/30 GhostNet paper is selected as the Most Influential CVPR 2020 Papers.
| Model | Paper | Pytorch code | MindSpore code |
|---|---|---|---|
| GhostNet | GhostNet: More Features from Cheap Operations. [CVPR 2020] | ./ghostnet_pytorch | MindSpore Model Zoo |
| GhostNetV2 | GhostNetV2: Enhance Cheap Operation with Long-Range Attention. [NeurIPS 2022 Spotlight] | ./ghostnetv2_pytorch | MindSpore Model Zoo |
| G-GhostNet | GhostNets on Heterogeneous Devices via Cheap Operations. [IJCV 2022] | ./g_ghost_pytorch | MindSpore Model Zoo |
| TinyNet | Model Rubik’s Cube: Twisting Resolution, Depth and Width for TinyNets. [NeurIPS 2020] | ./tinynet_pytorch | MindSpore Model Zoo |
| TNT | Transformer in Transformer. [NeurIPS 2021] | ./tnt_pytorch | MindSpore Model Zoo |
| PyramidTNT | PyramidTNT: Improved Transformer-in-Transformer Baselines with Pyramid Architecture. [CVPR 2022 Workshop] | ./tnt_pytorch | MindSpore Model Zoo |
| CMT | CMT: Convolutional Neural Networks Meet Vision Transformers. [CVPR 2022] | ./cmt_pytorch | MindSpore Model Zoo |
| AugViT | Augmented Shortcuts for Vision Transformers. [NeurIPS 2021] | ./augvit_pytorch | MindSpore Model Zoo |
| SNN-MLP | Brain-inspired Multilayer Perceptron with Spiking Neurons. [CVPR 2022] | ./snnmlp_pytorch | MindSpore Model Zoo |
| WaveMLP | An Image Patch is a Wave: Quantum Inspired Vision MLP. [CVPR 2022] | ./wavemlp_pytorch | MindSpore Model Zoo |
| ViG | Vision GNN: An Image is Worth Graph of Nodes. [NeurIPS 2022] | ./vig_pytorch | - |
| LegoNet | LegoNet: Efficient Convolutional Neural Networks with Lego Filters. [ICML 2019] | ./legonet_pytorch | - |
| Versatile Filters | Learning Versatile Filters for Efficient Convolutional Neural Networks. [NeurIPS 2018] | ./versatile_filters | - |
| ParameterNet | ParameterNet: Parameters Are All You Need. [CVPR 2024]. | ./parameternet_pytorch | - |
596 followers · starred Jun 2022
4,152 followers · starred Aug 2020
438 followers · starred Feb 2020
50 followers · starred Aug 2022
