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PhotoGuider: Composition-Aware Cropping and 360^{circ} View Framing with Explainable Photographic Assessments

Traditional image cropping assumes the photograph already contains the composition worth keeping, and asks only where to crop. A full 360^{circ} scene offers no such guarantee: the viewing direction i

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Nov 3, 2026First seen
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About this paper

PhotoGuider selects viewing directions and frames 360° panoramas using shared composition-aware tokens and produces camera-parameter outputs with explanation-conditioned scoring.

Traditional image cropping assumes the photograph already contains the composition worth keeping, and asks only where to crop. A full 360^{circ} scene offers no such guarantee: the viewing direction in a scene has to be discovered before anything can be framed. We present PhotoGuider, a measure-then-frame method that answers both questions with compact learned scorers over one shared set of composition-aware features. The designed features are extracted using foundation and task-specific vision models and structured into four photographic tokens: Subject, Composition, Aesthetics, and Integrity. Our MLLM explainer is fine-tuned to generate composition-related explanations conditioned on…

MLLMphotographic tokenscomposition-aware features360° panoramasmIoUcamera-parameter outputfoundation vision models
Upvotes
17
Authors
4
Published
Nov 2, 2026

Summary and abstract excerpt via Hugging Face Papers ↗ · arXiv.

Trending history

PhotoGuider: Composition-Aware Cropping and 360^{circ} View Framing with Explainable Photographic Assessments was first seen on Hugging Face · Daily papers on Nov 3, 2026. Since then it has appeared in 10 checks on 2 different days. Its best position was #4 of 30, reached on Nov 4, 05:28 UTC. It dropped off the list after Nov 4, 05:28 UTC.

Rank history

Position on Hugging Face · Daily papers at every check (lower is better).

#1#11#20#30 11:2815:5820:2800:5805:28 Nov 3, 11:28 UTC · #15Nov 3, 13:28 UTC · #12Nov 3, 15:28 UTC · #11Nov 3, 17:28 UTC · #11Nov 3, 19:28 UTC · #11Nov 3, 21:28 UTC · #11Nov 3, 23:28 UTC · #11Nov 4, 01:28 UTC · #9Nov 4, 03:28 UTC · #9Nov 4, 05:28 UTC · #4

Last 14 days

Best rank per day (UTC).

Oct 26today

Metric history

Platform metric as reported by Hugging Face.

0102031 11:2815:5820:2800:5805:28 Nov 3, 11:28 UTC · 17Nov 3, 13:28 UTC · 19Nov 3, 15:28 UTC · 25Nov 3, 17:28 UTC · 26Nov 3, 19:28 UTC · 26Nov 3, 21:28 UTC · 27Nov 3, 23:28 UTC · 28Nov 4, 01:28 UTC · 29Nov 4, 03:28 UTC · 31Nov 4, 05:28 UTC · 31

Questions

Is PhotoGuider: Composition-Aware Cropping and 360^{circ} View Framing with Explainable Photographic Assessments trending on HF Daily Papers right now?

Not at the moment. It was last on the list on Nov 4, 05:28 UTC, after 2 days of trending.

What is the highest rank PhotoGuider: Composition-Aware Cropping and 360^{circ} View Framing with Explainable Photographic Assessments reached?

#4 on Hugging Face · Daily papers, on Nov 4, 05:28 UTC. Trendoday checks this list every 120 minutes.

How long has PhotoGuider: Composition-Aware Cropping and 360^{circ} View Framing with Explainable Photographic Assessments been trending?

It was first seen on Nov 3, 2026 and has been on the list on 2 days (10 checks) since.