A parquetry floor shop has a pretrained furniture-stills model. Whe…

Question

A parquetry floor shop has a pretrained furniture-stills model. Where should transfer be expected to help, and where should it not?

Accepted Answer

Expect help on parquet close-ups (close visual domain) but not on kettle spectrograms (far jump). — Transfer loves a short hop—furniture stills to parquet grain. A spectrogram is a different planet; do not pretend the same vision passport works there.

Answer

Expect equal help on parquet stills and on kettle spectrograms because any pretrained weights transfer.

Answer

Expect help only on spectrograms because audio always needs vision pretraining first.

Answer

Expect no help on parquet stills because furniture and floors can never share visual features.

A parquetry floor shop has a pretrained furniture-stills model. Where should transfer be expected to help, and where should it not?

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