basic-cnn-models
Dataset
画像
- MNIST
- ImageNet
- COCO2017
- Cityscapes
- KITTI
- nuScenes
- Megaface
- WaymoOpen
音声
- LibriSpeech
- AudioSet
- Common Voice
Early models
| モデル | 発表年 | 学会または発表場所 | 論文タイトル | URL |
|---|---|---|---|---|
| AlexNet | 2012 | NIPS 2012 (現NeurIPS) | ImageNet Classification with Deep Convolutional Neural Networks | AlexNet |
| VGG16 | 2014 | arXiv (未発表) | Very Deep Convolutional Networks for Large-Scale Image Recognition | VGG16 |
| GoogLeNet | 2014 | CVPR 2015 (2014年発表) | Going Deeper with Convolutions | GoogLeNet |
| ResNet | 2015 | CVPR 2016 (2015年発表) | Deep Residual Learning for Image Recognition | ResNet |
| DenseNet | 2016 | CVPR 2017 (2016年発表) | Densely Connected Convolutional Networks | DenseNet |
Application models
Detection
| 論文名 | 発表時間 | 発表者 | 発表組織 | URL |
|---|---|---|---|---|
| R-CNN | 2013/11 | Ross Girshick, Jeff Donahue, Trevor Darrell, Jitendra Malik | UC Berkeley | link |
| Fast R-CNN | 2015/04 | Ross Girshick | Microsoft Research | link |
| Faster R-CNN | 2015/06 | Shaoqing Ren, Kaiming He, Ross Girshick, Jian Sun | Microsoft Research | link |
| YOLO | 2015/06 | Joseph Redmon, Santosh Divvala, Ross Girshick, Ali Farhadi | University of Washington, Allen Institute for AI | link |
| SSD | 2015/12 | Wei Liu, Dragomir Anguelov, Dumitru Erhan, Christian Szegedy, Scott Reed, Cheng-Yang Fu, Alexander C. Berg | Google Research, University of North Carolina, Chapel Hill | link |
| RetinaNet | 2017/08 | Tsung-Yi Lin, Priya Goyal, Ross Girshick, Kaiming He, Piotr Dollár | Facebook AI Research | link |
| YOLOv3 | 2018/4 | Joseph Redmon, Ali Farhadi | University of Washington, Allen Institute for AI | link |
| CenterNet | 2019/05 | Xingyi Zhou, Dequan Wang, Philipp Krähenbühl | UT Austin | link |
| YOLOv4 | 2020/04 | Alexey Bochkovskiy, Chien-Yao Wang, Hong-Yuan Mark Liao | Independent & Academia Sinica | link |
| YOLOv5 | 2020/10 | Ultralytics Team | Ultralytics | link |
| EfficientDet | 2020/03 | Mingxing Tan, Ruoming Pang, Quoc V. Le | Google Research | link |
| DETR | 2020/05 | Nicolas Carion, Francisco Massa, Gabriel Synnaeve, et al. | Facebook AI Research | link |
| Deformable DETR | 2020/10 | Xiaohang Zeng, Xizhou Zhu, Yue Cao, et al. | Microsoft Research Asia | link |
Segmentation
| 論文名 | 発表時間 | 発表者 | 発表組織 | URL |
|---|---|---|---|---|
| FCN | 2014/11 | Jonathan Long, Evan Shelhamer, Trevor Darrell | UC Berkeley | link |
| U-Net | 2015/05 | Olaf Ronneberger, Philipp Fischer, Thomas Brox | University of Freiburg | link |
| SegNet | 2015/11 | Vijay Badrinarayanan, Alex Kendall, Roberto Cipolla | University of Cambridge | link |
| DeepLab | 2016/06 | Liang-Chieh Chen, George Papandreou, Iasonas Kokkinos, Kevin Murphy, Alan L. Yuille | Google DeepMind & University of Maryland | link |
| PSPNet | 2016/12 | Hengshuang Zhao, Jianping Shi, Xiaojuan Qi, Xiaogang Wang, Jiaya Jia | Chinese University of Hong Kong | link |
| Mask R-CNN | 2017/03 | Kaiming He, Georgia Gkioxari, Piotr Dollár, Ross Girshick | Facebook AI Research | link |
| DeepLabv3 | 2017/09 | Liang-Chieh Chen, George Papandreou, Florian Schroff, Hartwig Adam | Google Research | link |
| Semantic FPN | 2018/02 | Xiaoxiao Li, Ross Girshick, Kaiming He, Piotr Dollár | Facebook AI Research | link |
| DeepLabv3+ | 2018/03 | Liang-Chieh Chen, Yukun Zhu, George Papandreou, Florian Schroff, Hartwig Adam | Google Research | link |
| HRNet | 2019/04 | Jingdong Wang, Ke Sun, Tianheng Cheng, Borui Jiang, Chaorui Deng, et al. | Microsoft Research Asia | link |
| DETR | 2020/05 | Nicolas Carion, Francisco Massa, et al. | Facebook AI Research | link |
| ViT (Vision Transformer) | 2020/06 | Alexey Dosovitskiy, Lucas Beyer, et al. | Google Research | link |
| PointRend | 2020/03 | Alexander Kirillov, Yuxin Wu, Kaiming He, Ross Girshick | Facebook AI Research | link |
| Swin Transformer | 2021/03 | Ze Liu, Yutong Lin, Yue Cao, et al. | Microsoft Research Asia | link |
| SegFormer | 2021/06 | Enze Xie, Wenhai Wang, Zhiding Yu, Anima Anandkumar, Jose M. Alvarez, Ping Luo | CUHK & NVIDIA Research | link |
| Swin-UNet | 2021/07 | Hu Cao, Yue Cao, Zheng Zhang, Ming-Hsuan Yang, Ran He, Jian Yang | Nanjing University of Science and Technology | link |
| MaskFormer | 2021/10 | Bowen Cheng, Alex Schwing, Alexander Kirillov | Facebook AI Research | link |
| Segment Anything | 2023/04 | Alexander Kirillov, Eric Mintun, et al. | Meta AI | link |