Datasetpublic

matiss/froknows-photo-critiques

FroKnows Photo Critiques 141 manually selected, cropped screen captures of photographs shown during Jared Polin's (FroKnowsPhoto) YouTube photo-critique videos — one definitive frame per segment — each paired with the transcript commentary in which that photo is critiqued. Built for LLM evaluation of photo-editing feedback: given a frame from an editing/critique session (the photo itself or a screen shot), what does the expert commentary say about it? Contents 14… See the full description on the dataset page: https://huggingface.co/datasets/matiss/froknows-photo-critiques.

sourceHugging Faceotherupdated 7d agoView on Hugging Face

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Dataset Card

FroKnows Photo Critiques

141 manually selected, cropped screen captures of photographs shown during Jared Polin's (FroKnowsPhoto) YouTube photo-critique videos — one definitive frame per segment — each paired with the transcript commentary in which that photo is critiqued.

Built for LLM evaluation of photo-editing feedback: given a frame from an editing/critique session (the photo itself or a screen shot), what does the expert commentary say about it?

14 videos × 9–11 photos = 141 rows (single train split).

Fields

column	description
`video_id`	YouTube video id
`video_title`	Video title
`source_url`	YouTube URL of the source video
`photo_id`	Segment index within the video (`photo_001`, …)
`time_start`	Segment start (HH:MM:SS)
`time_end`	Segment end (HH:MM:SS)
`summary`	1–2 sentence LLM summary of the critique (what the photo shows + the main feedback)
`commentary`	Full ASR transcript of the critique for this photo
`image`	Cropped screen capture (JPEG, RGB)

Provenance

—Source videos: Jared Polin (FroKnowsPhoto) YouTube playlist, downloaded with yt-dlp.
—Frames: manual segmentation + automated frame extraction; one definitive frame per segment hand-selected and cropped (Aug 2026).
—Commentary: Whisper ASR transcript of the audio, aligned to photo segments.

License

Frames and transcripts are derived from copyrighted YouTube content; provided for research/evaluation use. Rights in the original videos remain with the content creator.