Deflation

2000년 도입 · 논문 2편에서 사용

Deflation is a video-to-image operation to transform a video network into a network that can ingest a single image. In the two types of video networks considered in the original paper, this deflation corresponds to the following operations: for 3D convolutional based networks, summing the 3D spatio-temporal filters over the temporal dimension to obtain 2D filters; for TSM networks,, turning off the channel shifting which results in a standard residual architecture (ResNet50) for images.

출처: Self-Supervised MultiModal Versatile Networks

소개 논문: Self-Supervised MultiModal Versatile Networks