open-mmlab / mmyolo

OpenMMLab YOLO series toolbox and benchmark. Implemented RTMDet, RTMDet-Rotated,YOLOv5, YOLOv6, YOLOv7, YOLOv8,YOLOX, PPYOLOE, etc.
https://mmyolo.readthedocs.io/zh_CN/dev/
GNU General Public License v3.0
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[Attention] Which is your most desired variant of the YOLO series? #233

Open RangeKing opened 1 year ago

RangeKing commented 1 year ago

MMYOLO Call for Proposals

在各个领域中 YOLO 系列改进算法众多,哪些改进的算法或者模块你觉得非常有用?欢迎在 Issue 中留言。我们会根据反馈列入开发计划当中。

Issue 回复模板

示例

There are lots of improved algorithms in the YOLO series in various fields. Which improved algorithms or modules do you find useful? Feel free to leave your comments in the Issue. We will include them in the development plan based on the feedback.

Issue Reply Template

Example


根据大家反馈,我们会在下面维护一个列表,方便统一查看。 According to your feedback, we will maintain a list below.

Algorithm Name Conference/Year Paper Datasets Introduction Repo Interpretations
TPH-YOLOv5 ICCVW2021 link VisDrone2021 TPH/CBAM Official Zhihu1
YOLOV 2022 link IMAGENET VID and DET Official
Loss: EFL 2022 link LVIS v1 EFL Official Zhihu1
CFPNet 2022 link MS COCO Centralized Feature Pyramid for Object Detection Official mmyolo
YOLOP 2022 link BDD100K You Only Look at Once for Panoptic driving Perception Official Zhihu1
YOLO-Pose 2022 link COCO Keypoint Enhancing YOLO for Multi Person Pose Estimation Using Object Keypoint Similarity Loss Official Zhihu1
Edge-YOLO 2023 link COCO and Visdrone EdgeYOLO: An Edge-Real-Time Object Detector Official
YOLO-NAS 2023 MS COCO A Next-Generation, Object Detection Foundational Model generated by Deci’s Neural Architecture Search Technology Official Zhihu1
YOLO-MS 2023 link MS COCO Rethinking Multi-Scale Representation Learning for Real-time Object Detectionblock Official Weixin
xin-li-67 commented 1 year ago

Algorithm Name: YOLOV Conference/Year:2022 Paper:link Datasets:ILSVRC2015 DET and ILSVRC2015 VID dataset on IMAGENET Introduction:N/A Repo:https://github.com/YuHengsss/YOLOV Interpretations:N/A

SicongLiu998 commented 1 year ago

Algorithm Name:Equalized Focal Loss for Dense Long-Tailed Object Detection Conference/Year(Optional):CVPR 2022 Paper(Optional):https://arxiv.org/pdf/2201.02593.pdf Datasets(Optional):LVIS v1 dataset Introduction(Optional):N/A Repo(Optional):https://github.com/ModelTC/United-Perception Interpretations(Optional):https://zhuanlan.zhihu.com/p/489606679

hhaAndroid commented 1 year ago

Algorithm Name: Centralized Feature Pyramid for Object Detection Conference/Year:2022 Paper:link Datasets:MS COCO Introduction:Centralized Feature Pyramid for Object Detection Repo:https://github.com/QY1994-0919/CFPNet Interpretations:https://github.com/QY1994-0919/CFPNet/issues/10

debapriyamaji commented 1 year ago

Algorithm Name: YOLOP: You Only Look at Once for Panoptic driving Perception Conference/Year:2022 Paper:link Datasets: BDD100K Introduction: Repo:https://github.com/hustvl/YOLOP Interpretations:

debapriyamaji commented 1 year ago

Algorithm Name:"YOLO-Pose: Enhancing YOLO for Multi Person Pose Estimation Using Object Keypoint Similarity Loss] Conference/Year:2022 Paper:link Datasets: COCO Keypoint Introduction: Repo:https://github.com/TexasInstruments/edgeai-yolov5/tree/yolo-pose Interpretations:

RangeKing commented 1 year ago

Algorithm Name:"YOLO-Pose: Enhancing YOLO for Multi Person Pose Estimation Using Object Keypoint Similarity Loss] Conference/Year:2022 Paper:link Datasets: COCO Keypoint Introduction: Repo:https://github.com/TexasInstruments/edgeai-yolov5/tree/yolo-pose Interpretations:

Hi @debapriyamaji, thanks for your attention to MMYOLO. I think YOLO-Pose is an excellent algorithm. Could you help MMYOLO support YOLO-Pose. We can open another issue to discuss it.

debapriyamaji commented 1 year ago

Hi @RangeKing ,

Thanks for the reply. I would like to enable yolo-pose in mmYOLO with your help. Right now, I am not sure when can I spend some time on it. I will get back to you with some updates within the next couple of weeks.

Regards, Debapriya

zcunyi commented 1 year ago

Hi @RangeKing ,

Thanks for the reply. I would like to enable yolo-pose in mmYOLO with your help. Right now, I am not sure when can I spend some time on it. I will get back to you with some updates within the next couple of weeks.

Regards, Debapriya Hi, @debapriyamaji , I am using yolo-pose, looking forward to your work.

wang-tf commented 1 year ago

Algorithm Name:YOLO-NAS Conference/Year:2023 Datasets:MS COCO Introduction:providing superior real-time object detection capabilities and production-ready performance Repo:https://github.com/Deci-AI/super-gradients/blob/master/YOLONAS.md Interpretations:https://zhuanlan.zhihu.com/p/628090349