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Official Implementation for Knowledge Graph Routed Network for Situation Recognition [TPAMI'2023]

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Knowledge-aware Global Reasoning for Situation Recognition

This repository is the official implementation of KGRN-SR. In this work, we proposes to improve the representation of relationships between semantic concepts by using a global knowledge pool. The paper has been accepted to TPAMI'2023.

Data Preparation

Download imSitu image set from http://imsitu.org (we use the resized image set)

Training and Evaluation

All scripts can be found in ./scripts.

Pretrained models

We released pretrained TDA, CAQ, GGNN-baseline, KGRN-R2R, KGRN-R2V, KGRN-R2R-R2V models. You can download here.

Contact

For any question, please email to haofanwang.ai@gmail.com

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Official Implementation for Knowledge Graph Routed Network for Situation Recognition [TPAMI'2023]

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