Acquisition position
Stig Göransson · Art glass · Helsingborgs Auktionskammare
Acquisition position
Potential market value
Evidence strength
Market anomaly
Risk profile
Investigation rationale
Decision guardrails
Visual laboratory
Object record
Monterade på träskiva, några med ram, 1 med glas Bildmått ca 42-51 x 32-60 cm.
Identity resolution
Ranked from independent evidence. Confirmation or rejection becomes controlled training data.
Visual 0% · Name 86% · Marks 25% · Material 40%
33% combined confidenceVisual 0% · Name 43% · Marks 25% · Material 40%
26% combined confidenceVisual 0% · Name 41% · Marks 25% · Material 40%
25% combined confidenceVisual 0% · Name 40% · Marks 25% · Material 40%
25% combined confidenceVisual 0% · Name 40% · Marks 25% · Material 40%
25% combined confidenceVisual 0% · Name 36% · Marks 25% · Material 40%
25% combined confidenceVisual 0% · Name 36% · Marks 25% · Material 40%
25% combined confidenceVisual 0% · Name 39% · Marks 25% · Material 0%
20% combined confidenceVisual 0% · Name 39% · Marks 25% · Material 0%
20% combined confidenceVisual 0% · Name 38% · Marks 25% · Material 0%
20% combined confidenceVisual 0% · Name 38% · Marks 25% · Material 0%
19% combined confidenceVisual 0% · Name 35% · Marks 25% · Material 0%
19% combined confidenceClosed deal feedback
Enter the verified hammer price after the auction closes. Only verified outcomes become calibration data.
Learning guardrail
Global research evidence
Bamana Baninko region, Mali Northern Africa and the Sahel
0% similarityCheck object rights; API metadata is openArt Institute of ChicagoTibor Hajas Hungarian, 1946–1980
0% similarityCheck object rights; API metadata is openArt Institute of ChicagoColima or Jalisco Colima or Jalisco, Mexico
0% similarityCheck object rights; API metadata is openArt Institute of ChicagoTorii Kiyonaga Japanese, 1752-1815
0% similarityCheck object rights; API metadata is openArt Institute of ChicagoAndrew Ellicott Warner (American, 1786–1870) Andrew Ellicott Warner Jr. (American, 1813–1896) Schofield Company, Inc. (American, active 1903–65) Baltimore
0% similarityCheck object rights; API metadata is openArt Institute of ChicagoKenzo Tange, designer; Japanese, 1913-2005 Kenzo Tange Associates with Shaw & Associates Inc., architects; American, c. 1960-96
0% similarityCheck object rights; API metadata is openArt Institute of ChicagoStockholm, Sweden Attributed to Adolf Lindberg (Swedish, 1839-1916)
0% similarityCheck object rights; API metadata is openArt Institute of ChicagoJoseph Cornell American, 1903–1972
0% similarityCheck object rights; API metadata is openArt Institute of ChicagoJeffrey I. Morgan American, born 1975
0% similarityCheck object rights; API metadata is openArt Institute of ChicagoHoward Van Doren Shaw American, 1869-1926
0% similarityCheck object rights; API metadata is openArt Institute of ChicagoWilliam Wegman American, born 1943
0% similarityCheck object rights; API metadata is openArt Institute of ChicagoThomas Flatman (English, 1635/7–1688)
0% similarityCheck object rights; API metadata is openComparable logic
| Comparable ID | Match | Price | Reasons |
|---|---|---|---|
| 879 | 59% | 300.0 SEK | identity 77%, material 45%, size 62%, title 58%, factory marks 45% |
| 1418 | 58% | 300.0 SEK | identity 77%, material 45%, size 62%, title 56%, factory marks 45% |
| 385 | 58% | 300.0 SEK | identity 77%, material 45%, size 62%, title 50%, factory marks 45% |
| 2264 | 54% | 400.0 SEK | identity 64%, material 45%, size 62%, title 50%, factory marks 45% |
| 2634 | 52% | 500.0 SEK | identity 59%, material 45%, size 62%, title 43%, factory marks 45% |
| 13602 | 51% | 600.0 SEK | identity 55%, material 45%, size 62%, title 49%, factory marks 45% |
| 13712 | 51% | 300.0 SEK | identity 55%, material 45%, size 62%, title 49%, factory marks 45% |
| 13186 | 50% | 2800.0 SEK | identity 54%, material 45%, size 62%, title 50%, factory marks 45% |
Automatic signature module
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.
The module runs during normal analysis when a local image is available.
Marks laboratory
110 independent methods generate cleanup variants, stroke and symbol descriptors, library matches, trust controls and conflict warnings.
Signature forensics
This does not declare a signature genuine. It measures fit against a multi-source reference set, confusing signers and natural variation.
Run mark matching first, then compare the questioned signature against a sufficiently broad trusted reference set.