ArcheoVLM

🏆 Archaeological Site Discovery Results

Breakthrough discoveries using OpenAI GPT-4.1 & GPT-o4 Vision-Language Models for Sky-View Factor analysis

GPT-4.1 Cluster Detection
GPT-o4 Validation
Sky-View Factor Analysis

Access complete GPT-4.1/GPT-o4 analysis outputs, Sky-View Factor visualizations, and archaeological site images

📊 OpenAI Vision Model Analysis Results
Comprehensive analysis results from GPT-4.1 and GPT-o4 Sky-View Factor processing
36
Sites analyzed by GPT-4.1
228
Features detected in SVF imagery
29
High-priority clusters identified
32
Multi-feature sites validated
🚀 Priority Breakdown
Site classification by investigation urgency
Urgent Investigation
3 sites
Immediate field work required
High Priority
20 sites
Priority targets for next season
Medium Priority
13 sites
Additional remote sensing
Complete GPT-4.1 & GPT-o4 Analysis Results
Access detailed OpenAI vision model outputs, Sky-View Factor visualizations, and archaeological analysis

Available Analysis Tools:

  • • Sky-View Factor (SVF) visualization images analyzed by GPT-4.1
  • • GPT-4.1 cluster detection overlays and bounding boxes
  • • GPT-o4 validation results and enhanced descriptions
  • • OpenAI vision model confidence scores and analysis reports
  • • Site location coordinates with GPT-4.1 feature classifications
🥇 Top 10 Priority Sites (GPT-4.1 Analysis)
Highest-scoring archaeological discoveries from OpenAI vision model analysis of Sky-View Factor imagery
1
RIB_A01_2018_LAS_0_dem.tif
🔥 URGENT
GPT-4.1 Score: 0.739
Immediate field investigation
Priority Score
0.739

Detection Details

Features: 10
GPT-4.1: 8 | CV: 2
Avg Confidence: 0.56

GPT-4.1 Feature Types

rectangular earthwork
square enclosure
circular_enclosure
linear_earthwork
umbrella

Location

X: 655343.47
Y: 8903628.82
2
RIB_A01_2018_LAS_6_dem.tif
🔥 URGENT
GPT-4.1 Score: 0.704
Immediate field investigation
Priority Score
0.704

Detection Details

Features: 12
GPT-4.1: 6 | CV: 6
Avg Confidence: 0.52

GPT-4.1 Feature Types

circular_enclosure
linear_earthwork
umbrella
rectangular_enclosure

Location

X: 655578.47
Y: 8902523.82
3
RIB_A01_2014_laz_16_dem.tif
🔥 URGENT
GPT-4.1 Score: 0.701
Immediate field investigation
Priority Score
0.701

Detection Details

Features: 12
GPT-4.1: 6 | CV: 6
Avg Confidence: 0.51

GPT-4.1 Feature Types

circular_enclosure
umbrella
rectangular_earthwork
linear_alignment

Location

X: 655447.96
Y: 8903129.36
4
RIB_A01_2014_laz_6_dem.tif
⭐ HIGH
GPT-4.1 Score: 0.688
Priority target for next season
Priority Score
0.688

Detection Details

Features: 10
GPT-4.1: 6 | CV: 4
Avg Confidence: 0.55

GPT-4.1 Feature Types

cat
circular_enclosure
linear_earthwork
rectangular_earthwork

Location

X: 655150.50
Y: 8901899.49
5
RIB_A01_2018_LAS_12_dem.tif
⭐ HIGH
GPT-4.1 Score: 0.687
Priority target for next season
Priority Score
0.687

Detection Details

Features: 8
GPT-4.1: 6 | CV: 2
Avg Confidence: 0.62

GPT-4.1 Feature Types

cat
circular_enclosure
linear_earthwork
rectangular enclosures

Location

X: 655733.46
Y: 8901318.83
6
RIB_A01_2014_laz_15_dem.tif
📡 MEDIUM
GPT-4.1 Score: 0.685
Additional remote sensing
Priority Score
0.685

Detection Details

Features: 12
GPT-4.1: 6 | CV: 6
Avg Confidence: 0.46

GPT-4.1 Feature Types

circular_enclosure
linear_earthwork
person
rectangular_earthwork
umbrella

Location

X: 656420.50
Y: 8903749.49
7
RIB_A01_2018_LAS_16_dem.tif
⭐ HIGH
GPT-4.1 Score: 0.664
Priority target for next season
Priority Score
0.664

Detection Details

Features: 8
GPT-4.1: 6 | CV: 2
Avg Confidence: 0.53

GPT-4.1 Feature Types

polygonal_earthwork
circular_enclosure
linear_earthwork
cat

Location

X: 654375.17
Y: 8902378.82
8
RIB_A01_2018_LAS_9_dem.tif
📡 MEDIUM
GPT-4.1 Score: 0.653
Additional remote sensing
Priority Score
0.653

Detection Details

Features: 12
GPT-4.1: 6 | CV: 6
Avg Confidence: 0.45

GPT-4.1 Feature Types

circular_enclosure
linear_earthwork
umbrella
rectangular_enclosure

Location

X: 656393.47
Y: 8903628.82
9
RIB_A01_2018_LAS_2_dem.tif
⭐ HIGH
GPT-4.1 Score: 0.647
Priority target for next season
Priority Score
0.647

Detection Details

Features: 10
GPT-4.1: 6 | CV: 4
Avg Confidence: 0.51

GPT-4.1 Feature Types

square_enclosure
linear_earthwork
umbrella

Location

X: 656893.46
Y: 8902578.82
10
RIB_A01_2014_laz_17_dem.tif
⭐ HIGH
GPT-4.1 Score: 0.636
Priority target for next season
Priority Score
0.636

Detection Details

Features: 6
GPT-4.1: 4 | CV: 2
Avg Confidence: 0.68

GPT-4.1 Feature Types

cat
linear_earthwork
rectangular_enclosure

Location

X: 658400.14
Y: 8902146.47
🧠 Expert Archaeological Analysis of GPT-4.1 Results
Professional interpretation of OpenAI vision model discoveries in Sky-View Factor imagery

Top 3 Sites Requiring Immediate Field Investigation

RIB_A01_2018_LAS_0_dem.tif (Score: 0.739)

Features a diverse array of structures including rectangular earthworks, square and circular enclosures, linear earthworks, and an unusual "umbrella" feature. The high number of features (10) and their variety suggest a complex site that could offer insights into multifunctional use, possibly combining residential, ceremonial, and defensive purposes.

RIB_A01_2018_LAS_6_dem.tif (Score: 0.704)

Includes 12 features such as circular enclosures, linear earthworks, umbrellas, and rectangular enclosures. The balance between visual line matching (VLM) and computer vision (CV) detections indicates robust data quality, making it a strong candidate for field verification.

RIB_A01_2014_laz_16_dem.tif (Score: 0.701)

Features 12 structures including circular enclosures, umbrellas, rectangular earthworks, and a linear alignment. The presence of a linear alignment could suggest a planned settlement or pathway, warranting further exploration.

Archaeological Significance of the Most Promising Discoveries

🏛️ Sophisticated Engineering

The sites show a variety of geometric forms indicative of sophisticated pre-Columbian engineering and social organization. Circular and rectangular enclosures suggest ceremonial or residential compounds.

⭕ Unique Features

The "umbrella" feature, though less common, could represent a unique architectural style or specific cultural symbol, providing insights into social, political, and economic structures.

🔗 Planned Settlements

Linear earthworks and alignments suggest planned settlements with roads or pathways connecting different parts or linking multiple settlements.

🏗️ Dual-Purpose Sites

The combination of ceremonial and residential features within single sites suggests complex societal structures with integrated residential and ceremonial functions.

Recommendations for Maximizing Discovery Potential

Field Verification

Prioritize the top three sites for immediate fieldwork to validate LiDAR findings. Use ground-penetrating radar (GPR) and other non-invasive techniques to complement LiDAR data.

Interdisciplinary Collaboration

Engage with botanists, soil scientists, and anthropologists to understand environmental and cultural context for a holistic view of how these societies interacted with their environment.

Community Engagement

Involve local communities in the exploration process. Their knowledge can provide valuable insights and foster a sense of ownership and preservation.

Data Integration

Combine LiDAR data with historical records and oral histories to create a comprehensive narrative of the region's past.

🌟 OpenAI Vision Model Archaeological Impact

These discoveries using GPT-4.1 and GPT-o4 Vision-Language Models for Sky-View Factor analysis have the potential to reshape our understanding of pre-Columbian Amazonian civilizations, revealing them as complex societies with advanced engineering and social structures.

36 Sites Analyzed by GPT-4.1
228 Features Detected in SVF Imagery
10 Top Priority Sites Identified

🚨 IMMEDIATE FIELD INVESTIGATION REQUIRED:

• RIB_A01_2018_LAS_0_dem.tif (Score: 0.739)
• RIB_A01_2018_LAS_6_dem.tif (Score: 0.704)
• RIB_A01_2014_laz_16_dem.tif (Score: 0.701)