Abstract: Highlights•This paper proposes a spatio-temporal fusion Transformer model for infrared target tracking.•The dynamic template state estimation module integrates the fine-grained feature information of salient points.•The designed IOU-Aware TSE head leverages an IoU-based metric to evaluate the current state of the target image.
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