Takosaga / ai_group_project

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1a. Research which base-line models to use #3

Open Takosaga opened 3 days ago

Takosaga commented 3 days ago

Which 3 base-line models should we use?

Takosaga commented 3 days ago

Research Survey of object detection models Review of vehicle detection methods Real-Time Object Detection, papers with code

Takosaga commented 3 days ago

Models for real-time dection that have a paper and license is open to use

More helpful online resources Top object Detection Models Leaderboard trained on COCO 2017

Takosaga commented 2 days ago

Post by the end of Thursday about your research

Requirments:

Things to consider:

Takosaga commented 1 day ago
My research, may be different and dont want to influence your decision from what yall found so have as spoiler. So click to reveal Most of my research comes from here [Review of vehicle detection methods](https://doi.org/10.26599/jicv.2023.9210019) I made the mistake that algorithms that detect as the model where these are some of the names of the [base line models](https://ieeexplore.ieee.org/mediastore/IEEE/content/media/9944931/10520218/10520219/JICV0019-table-1-source-large.gif) Though if you look are this [table](https://ieeexplore.ieee.org/mediastore/IEEE/content/media/9944931/10520218/10520219/JICV0019-table-2-source-large.gif) I would propose using Darknet, ResNet101, VGG-16 (though may take long to train) From second [Survey of object detection models](https://doi.org/10.1016/j.dsp.2022.103514) is this base comparision named as [backbone](https://i.postimg.cc/qvkVxM2M/table-from-survey.png)