PhotoSense: Content Clustering (Tighter Dedupe)
Tight duplicate groups use threshold 0.985. Extra removals use 0.975 without loosening group definitions.
Outliers are listed at the end.
Cluster 0: Harbor / Golden Hour (11)
Top subjects: person (0.22) · objects (0.21) · text (0.21)
Top scenes: harbor (0.28) · city skyline (0.27) · lake (0.27)
Top lighting: golden hour (0.32) · sunset (0.31) · sunrise (0.30)
Top style: warm tones (0.26) · calm (0.26) · minimal (0.25)
Labels are automatic best-guesses based on AI similarity.
Cluster 1: Park / Bright Daylight (28)
Top subjects: sign (0.26) · text (0.26) · person (0.25)
Top scenes: park (0.28) · nature (0.27) · architecture (0.25)
Top lighting: bright daylight (0.29) · harsh light (0.28) · soft light (0.27)
Top style: muted colors (0.28) · vibrant colors (0.25) · calm (0.25)
Labels are automatic best-guesses based on AI similarity.
Cluster 2: Museum / Bright Daylight (31)
Top subjects: text (0.25) · person (0.24) · objects (0.24)
Top scenes: museum (0.32) · interior (0.32) · architecture (0.30)
Top lighting: bright daylight (0.26) · silhouette (0.26) · soft light (0.26)
Top style: muted colors (0.24) · calm (0.22) · warm tones (0.22)
Labels are automatic best-guesses based on AI similarity.
Cluster 3: City Skyline / Low Light (22)
Top subjects: text (0.21) · objects (0.21) · person (0.19)
Top scenes: city skyline (0.23) · ocean (0.21) · fog (0.21)
Top lighting: low light (0.29) · night (0.28) · sunrise (0.27)
Top style: warm tones (0.25) · calm (0.24) · muted colors (0.23)
Labels are automatic best-guesses based on AI similarity.
Cluster 4: Sign / Bright Daylight (66)
Top subjects: sign (0.32) · text (0.31) · person (0.30)
Top scenes: street (0.31) · park (0.30) · subway (0.30)
Top lighting: bright daylight (0.31) · silhouette (0.29) · harsh light (0.28)
Top style: muted colors (0.27) · minimal (0.26) · high contrast (0.26)
Labels are automatic best-guesses based on AI similarity.
Cluster 5: Ocean / Muted Colors (28)
Top subjects: text (0.24) · person (0.23) · objects (0.22)
Top scenes: ocean (0.32) · beach (0.31) · nature (0.26)
Top lighting: harsh light (0.26) · soft light (0.25) · low light (0.24)
Top style: muted colors (0.27) · calm (0.26) · cool tones (0.25)
Labels are automatic best-guesses based on AI similarity.
Cluster 6: Architecture / Night (32)
Top subjects: neon sign (0.27) · text (0.26) · sign (0.25)
Top scenes: architecture (0.29) · street (0.28) · city skyline (0.27)
Top lighting: night (0.31) · low light (0.29) · silhouette (0.28)
Top style: high contrast (0.24) · cinematic (0.24) · minimal (0.23)
Labels are automatic best-guesses based on AI similarity.
Cluster 7: Crowd / Low Light (17)
Top subjects: crowd (0.30) · text (0.24) · person (0.23)
Top scenes: interior (0.27) · park (0.25) · train (0.24)
Top lighting: low light (0.28) · silhouette (0.28) · bright daylight (0.28)
Top style: cinematic (0.25) · muted colors (0.24) · cool tones (0.23)
Labels are automatic best-guesses based on AI similarity.
Cluster 8: City Skyline / Golden Hour (51)
Top subjects: text (0.24) · person (0.23) · objects (0.23)
Top scenes: city skyline (0.30) · architecture (0.27) · park (0.25)
Top lighting: golden hour (0.33) · sunrise (0.33) · sunset (0.32)
Top style: warm tones (0.29) · moody (0.26) · muted colors (0.26)
Labels are automatic best-guesses based on AI similarity.
Cluster 9: Person / Bright Daylight (5)
Top subjects: person (0.25) · text (0.22) · group of people (0.21)
Top scenes: subway (0.19) · train (0.19) · architecture (0.17)
Top lighting: bright daylight (0.22) · soft light (0.20) · harsh light (0.20)
Top style: muted colors (0.19) · cinematic (0.19) · cool tones (0.18)
Labels are automatic best-guesses based on AI similarity.
Ungrouped Outliers
These images have the lowest similarity to any other image in the final deduped set.
