MABe - Ant & Beetle Groups Video Data; Behavioral Representation Learning from 🐜 & 🪲 using video dataset.
The solution leads to 2nd position at CVPR 2022 competition track - Multi Agent Behavior challenge Task (Ant & Beeetle Groups Video Data)
Average Rank | Mean F1 Score | Mean MSE | F1 (Task 1) | F1 (Task 3) | F1 (Task 5) | F1 (Task 7) |
---|---|---|---|---|---|---|
4.230 | 0.581 | 0.018 | 0.785 | 1.000 | 0.823 | 0.635 |
DId an unsupervised model training using contrastive learning with modified SimCLR.
SimCLR - https://arxiv.org/abs/2002.05709