notesum.ai

Published at November 26

Pre-training for Action Recognition with Automatically Generated Fractal Datasets

cs.CV

Released Date: November 26, 2024

Authors: Davyd Svyezhentsev, George Retsinas, Petros Maragos

Arxiv: http://arxiv.org/abs/2411.17584v1

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Method	Kept	HMDB51	UCF101	DIVING48	EGTEA	VOLLEY	YUP
Scratch	-	31.5	70.3	4.7	50.5	53.8	43.7
Initial	-	41.4	72.7	24.3	49.8	80.6	52.3
Background	Yes	47.4	74.2	23.0	47.1	77.6	56.4
Motion	Yes	47.3	75.7	21.7	48.6	79.2	59.5
Diversity	Yes	50.4	77.8	24.9	49.8	80.8	63.1
Scale + Shake	Yes	52.8	78.0	26.0	50.7	80.8	61.9
Shift	Yes	54.5	79.6	29.5	50.8	80.9	65.1
Zoom	Yes	54.3	80.2	30.8	52.0	81.4	65.2
Perspective	No	53.3	78.7	25.0	50.0	80.7	62.6
Group	No	53.3	79.7	30.3	51.9	81.9	66.0