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There are some papers that you can refer to. Hope they help you.
[1] Predicting Semantic Map Representations From Images Using Pyramid Occupancy Networks
[2] Enabling spatio-temporal aggregation in Birds-Eye-View Vehicle Estimation
[3] Translating Images into Maps
I saw a temporal fusion in the paper,this part of the code is not open source?
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