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GABY FLING. Foto, "Corset", märkt P44.

Gaby Fling · Photography · Ekenbergs Auktioner

Open auction lot
5
low priority

Acquisition position

Current all in cost

6000.0 SEK
Current bid or estimate3000.0 SEK
Modelled discount0.0%
Liquidity score70%

Potential market value

Specialist value interval

1519 to 3792 SEK
Value confidence36%
Comparable sales1

Evidence strength

26%
Identity confidence29%
Visual match0%
External references6

Market anomaly

0%
Information gap83%
Potential undervaluation0.0%

Risk profile

8%
Authenticity risk8%
Condition risk6%

Investigation rationale

Why this may be worth considering

  • maker or artist identity supplied

Decision guardrails

What must be verified

  • missing process
  • missing print_date
  • missing edition
  • missing dimensions
  • missing provenance

Visual laboratory

Add and compare research imagery

Object record

Known facts and missing information

ArtistGaby Fling
MakerMissing
MediumMissing
MaterialsMissing
Dimensions? × ? × ? cm
WeightMissing g
YearMissing
EditionMissing
MarksMissing
ConditionEj examinerad ur ram.
ProvenanceMissing
Modelphotography_specialist 2.0.0

Mått med ram ca 48,5x63,5 cm. Bildmått ca 25,5x36,5 cm.

Identity resolution

Artist and maker hypotheses

Ranked from independent evidence. Confirmation or rejection becomes controlled training data.

6 candidates
1 independent sources

Probably Holland

Visual 0% · Name 43% · Marks 25% · Material 40%

26% combined confidence
1 independent sources

Christina Ramberg American, 1946–1995

Visual 0% · Name 42% · Marks 25% · Material 40%

26% combined confidence
1 independent sources

Honoré Victorin Daumier French, 1808-1879

Visual 0% · Name 36% · Marks 25% · Material 40%

24% combined confidence
1 independent sources

Mary Reynolds (American, 1891-1950) Written by Alfred Jarry (French, 1873-1907)

Visual 0% · Name 35% · Marks 25% · Material 40%

24% combined confidence
1 independent sources

Henri de Toulouse-Lautrec (French, 1864-1901) published by Gustave Pellet (French, 1859-1919) probably printed by Auguste Clot (French, 1858-1936)

Visual 0% · Name 34% · Marks 25% · Material 40%

24% combined confidence
1 independent sources

Antoine Francois Dennel (French, 1741-1806) after Pierre Alexandre Wille (French 1748-1821/1837)

Visual 0% · Name 33% · Marks 25% · Material 40%

24% combined confidence

Closed deal feedback

Teach the valuation model

Enter the verified hammer price after the auction closes. Only verified outcomes become calibration data.

Learning guardrail

Truth before training

  • Unverified AI output is stored as a hypothesis only.
  • One-source matches are confidence capped.
  • Rejected matches improve source and feature calibration.
  • At least five verified closed sales are required per category.

Global research evidence

Reference material found elsewhere

6 references

Comparable logic

Specialist model explanation

Comparable IDMatchPriceReasons
912451%2400.0 SEKidentity 57%, material 45%, size 62%, title 38%, edition 45%

Automatic signature module

Every artwork image is checked for signatures and marks

The local engine detects and isolates candidate regions, searches the trusted mark library and runs conservative signature forensics. Optional AI interprets unreadable regions and creates research queries without changing the forensic verdict.

Candidate regions0
Signature regions0
AI enrichmentLocal only
PipelineNot run

No automatic mark result yet

The module runs during normal analysis when a local image is available.

Marks laboratory

Isolate and identify signatures, hallmarks and maker marks

110 independent methods generate cleanup variants, stroke and symbol descriptors, library matches, trust controls and conflict warnings.

Open mark library

Match an unknown mark

Upload the tightest available crop. Include a little surrounding surface so the system can separate paint, engraving, glare and background.

Add a known reference

Signature forensics

Check consistency with known genuine variation

This does not declare a signature genuine. It measures fit against a multi-source reference set, confusing signers and natural variation.

No forensic check yet

Run mark matching first, then compare the questioned signature against a sufficiently broad trusted reference set.

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