New and updated ArcGIS pretrained models are described below along with links for additional information.
April 2024 release
Updated documentation
- Finetuning Address Standardization
Steps to fine-tune the Address Standardization pretrained model.
- Finetuning Agricultural Field Delineation
Steps to fine-tune the Agricultural Field Delineation pretrained model.
- Finetuning Building Footprint Extraction - Australia
Steps to fine-tune the Building Footprint Extraction - Australia pretrained model.
- Finetuning Building Footprint Extraction - China
Steps to fine-tune the Building Footprint Extraction - China pretrained model.
- Finetuning Cooling Tower Detection - USA
Steps to fine-tune Cooling Tower Detection - USA pretrained model.
- Finetuning Country Classification
Steps to fine-tune the Country Classification pretrained model.
- Finetuning Elephant Detection
Steps to fine-tune the Elephant Detection pretrained model.
- Finetuning Human Detection (Drone Imagery)
Steps to fine-tune the Human Detection (Drone Imagery) pretrained model.
- Finetuning Human Settlements Classification (Landsat 8)
Steps to fine-tune the Human Settlements Classification (Landsat 8) pretrained model.
- Finetuning Human Settlements Classification (Sentinel-2)
Steps to fine-tune the Human Settlements Classification (Sentinel-2) pretrained model.
- Finetuning Insulator Defect Detection
Steps to fine-tune the Insulator Defect Detection pretrained model.
- Finetuning Mangrove Clasification (Landsat 8)
Steps to fine-tune the Mangrove Clasification (Landsat 8) pretrained model.
- Finetuning Oil Spill Detection (SAR)
Steps to fine-tune the Oil Spill Detection (SAR) pretrained model.
- Finetuning Oil Tank Detection
Steps to fine-tune the Oil Tank Detection pretrained model.
- Finetuning Palm Tree Detection
Steps to fine-tune the Palm Tree Detection pretrained model.
- Finetuning Parcel Extraction - USA
Steps to fine-tune the Parcel Extraction - USA pretrained model.
- Finetuning Parking Lot Classification
Steps to fine-tune the Parking Lot Classification - USA pretrained model.
- Finetuning Parking Spot Detection - USA
Steps to fine-tune the Parking Spot Detection - USA pretrained model.
- Finetuning Plant Leaf Disease Classification
Steps to fine-tune the Plant Leaf Disease Classification pretrained model.
- Finetuning Prithvi - Crop Classification
Steps to fine-tune the Prithvi - Crop Classification pretrained model.
- Finetuning Prithvi - Flood Segmentation
Steps to fine-tune the Prithvi - Flood Segmentation pretrained model.
- Finetuning Pylon Detection - USA
Steps to fine-tune the Pylon Detection - USA pretrained model.
- Finetuning Seabird (Tern) Detection - Africa
Steps to fine-tune the Seabird (Tern) Detection - Africa pretrained model.
- Finetuning Ship Detection (SAR)
Steps to fine-tune the Ship Detection (SAR) pretrained model.
- Finetuning Solar Panel Detection - USA
Steps to fine-tune the Solar Panel Detection - USA pretrained model.
- Finetuning Solar Photovoltaic Park Classification
Steps to fine-tune the Solar Photovoltaic Park Classification pretrained model.
- Finetuning Transmission H-Structure Detection
Steps to fine-tune the Transmission H-Structure Detection pretrained model.
- Finetuning Well Pad Detection - Permian Basin
Steps to fine-tune the Well Pad Detection - Permian Basin pretrained model.
- Finetuning Wind Turbine Detection
Steps to fine-tune the Wind Turbine Detection pretrained model.
March 2024 release
New model
- Text SAM
Detect objects in an image using a text prompt.
February 2024 release
Updated documentation
- Finetuning Building Footprint Extraction - Africa
Steps to fine-tune the Building Footprint Extraction - Africa pretrained model.
- Finetuning Building Footprint Extraction - USA
Steps to fine-tune the Building Footprint Extraction - USA pretrained model.
- Finetuning Car Detection - USA
Steps to fine-tune the Car Detection - USA pretrained model.
- Finetuning High Resolution Land Cover Classification - USA
Steps to fine-tune the High Resolution Land Cover Classification - USA pretrained model.
- Finetuning Land Cover Classification (Aerial Imagery)
Steps to fine-tune the Land Cover Classification (Aerial Imagery) pretrained model.
- Finetuning Land Cover Classification (Landsat 8)
Steps to fine-tune the Land Cover Classification (Landsat 8) pretrained model.
- Finetuning Land Cover Classification (Sentinel-2)
Steps to fine-tune the Land Cover Classification (Sentinel-2) pretrained model.
- Finetuning Pool Detection - USA
Steps to fine-tune the Pool Detection - USA pretrained model.
- Finetuning Prithvi - Burn Scars Segmentation
Steps to fine-tune the Prithvi - Burn Scars Segmentation pretrained model.
- Finetuning Road Extraction - North America
Steps to fine-tune the Road Extraction - North America pretrained model.
- Finetuning Waterbody Extraction (SAR) - USA
Steps to fine-tune the Waterbody Extraction (SAR) - USA pretrained model.
January 2024 release
New models
- Agricultural Field Delineation
Delineate agricultural fields using Sentinel-2 imagery.
- Prithvi - Burn Scars Segmentation
Classify burn scars in multispectral satellite imagery.
- Prithvi - Crop Classification
Classify crops in multispectral satellite imagery.
- Prithvi - Flood Segmentation
Classify flood inundated areas in multispectral satellite imagery.
Updated models
- Cloud Mask Generation
Radiometric offset correction parameter added.
- Human Settlements Classification (Sentinel-2)
Radiometric offset correction parameter added.
- Land Cover Classification (Sentinel-2)
Radiometric offset correction parameter added.
- Power Line Classification
Update includes enhancements in architecture, increased precision, and faster processing.
- Solar Photovoltaic Park Classification
Radiometric offset correction parameter added.
- Well Pad Detection - Permian Basin
Radiometric offset correction parameter added.
Updated documentation
- Cloud Mask Generation
Data preparation step updated.
- Human Settlements Classification (Sentinel-2)
Data preparation step updated.
- Land Cover Classification (Sentinel-2)
Data preparation step updated.
- Power Line Classification
Updated information about the utilization of a new architecture, and revised accuracy metrics.
- Solar Photovoltaic Park Classification
Data preparation step updated.
- Well Pad Detection - Permian Basin
Data preparation step updated.
November 2023 release
New models
- Cooling Tower Detection—USA
Detect cooling towers in high-resolution (4-15 centimeters) imagery.
- Oil Tank Detection
Detect oil tanks in high-resolution satellite imagery.
- Pylon Detection—USA
Detect pylons in high-resolution satellite imagery.
- Ship Detection (RGB)
Detect ships in high-resolution satellite imagery.
Updated models
- Building Footprint Extraction—Australia
SatToGraph issue fixed.
- Palm Tree Detection
Undefined class name issue fixed.
- Road Extraction—Global
Dlpk Issue fixed.
- Scene Text Parsing
Pro3.2 issue fixed.
Updated documentation
- Arctic Seal Detection
TTA (Test Time Augmentation) parameter details updated.
- Elephant Detection
TTA (Test Time Augmentation) parameter details updated.
- Insulator Defect Detection
TTA (Test Time Augmentation) parameter details updated.
- Pool Detection - USA
TTA (Test Time Augmentation) parameter details updated.
- Transmission H-Structure Detection
TTA (Test Time Augmentation) parameter details updated.
- Tree Detection
Training data information updated.
- Scene Text Parsing
PaddleOCR installation command updated.
- Wind Turbine Detection
TTA (Test Time Augmentation) parameter details updated.
July 2023 release
New model
- Insulator Defect Detection
Detect insulators and classify defects.
- Optical Character Recognition
Detect and recognize text from images.
- Parking Lot Classification—USA
Detect and classify pixels of parking areas from high-resolution aerial imagery.
- Pool Segmentation—USA
Detect and segment swimming pools in high-resolution aerial or satellite imagery.
- Transmission H-Structure Detection
Detect transmission H-Structure and its different parts.
- Tree Segmentation
Detect and segment trees in high-resolution imagery.
Updated model
- Common Object Detection
Detect common objects in context for mobile apps.
May 2023 release
New model
- Segment Anything Model (SAM)
Segment any objects in any imagery.
April 2023 release
New model
- Parking Spot Detection—USA
Detect parking spots from high resolution imagery.
Model Updates
- Building Footprint Extraction—Africa
Added support for use with extract features tool.
- Building Footprint Extraction—Australia
Added support for use with extract features tool.
- Building Footprint Extraction—USA
Added support for use with extract features tool.
- Scene Text Parsing
Now supported only with CPU.
February 2023 release
New model
- Common Object Detection
Detect common objects in photos that are captured with the mobile app ArcGIS Survey123.
Updated model
- Human Detection (Drone Imagery)
Detect human beings on drone imagery.
November 2022 release
New models
- Oil Spill Detection (SAR)
Extract oil spill from SAR imagery.
- Plant Leaf Disease Classification
Classify diseases in plant leaves.
September 2022 release
New models
- Building Footprint Extraction—China
Extract building footprints from high-resolution three-band imagery for China.
- Seabird (Tern) Detection—Africa
Detect seabirds (Tern) from high-resolution drone imagery.
- Land Cover Classification (Aerial Imagery)
Perform land-cover classification on very high-resolution imagery.
- Water Body Extraction (SAR)—USA
Extract water bodies from SAR imagery.
July 2022 release
New models
- Address Standardization
Transforms non-standard address to standard address.
- Cloud Mask Generation (Sentinel-2)
Detect and generate cloud mask from satellite imagery.
- Country Classification
Classify addresses into their respective countries.
May 2022 release
New models
- Elephant Detection
Detect elephants from high-resolution drone imagery.
- Named Entity Recognition
Identify entities from text.
- Solar Photovoltaic Park Classification
Detect solar photovoltaic parks from Sentinel-2 imagery.
- Tree Detection
Detect trees in high-resolution drone or aerial imagery.
March 2022 release
New models
- Arctic Seal Detection
Detect arctic seals from high-resolution drone imagery.
- Pavement Crack Detection
Detect pavement cracks and potholes in drone imagery.
- Scene Text Parsing
Recognize text from a variety of image formats and extract information in the form of text from images.
- Wind Turbine Detection
Detect wind turbines from high-resolution imagery.
Updated models
- Car Detection—USA
Added support for test time augmentation and regularization of results.
- High Resolution Land Cover Classification—USA
Added support for test time augmentation and classification of images in seven or nine classes.
- Human Settlements Classification (Landsat 8)
Added support for test time augmentation.
- Human Settlements Classification (Sentinel-2)
Added support for test time augmentation.
- Land Cover Classification (Landsat 8)
Added support for test time augmentation and bundled two different models to support classification on level-1 and level-2 images.
- Land Cover Classification (Sentinel-2)
Added support for test time augmentation and bundled four different models supporting classification of Sentinel-2 Level-2A and Sentinel-2 Level-1C into CLC level 1 and level 2 classes.
- License Plate Blurring
Added support for blurring faces in the images.
- Mangrove Classification (Landsat 8)
Added support for test time augmentation.
- Pool Detection—USA
Added support for test time augmentation.
January 2022 release
New models
- Building Footprint Extraction—Australia
Extract building footprints from high-resolution three-band imagery for Australia.
- High Resolution Land Cover Classification—USA
Perform land-cover classification on high-resolution imagery.
- Human Detection (Drone Imagery)
Detect human beings on drone imagery.
- Palm Tree Detection
Detect palm trees on high-resolution imagery.
- Road Extraction—Global
Extract roads from high-resolution (1 meter) aerial/satellite imagery.
Updated models
- Road Extraction—North America
Added support for test time augmentation and smooth blending of results.
- Land Cover Classification (Landsat 8)
Model is now compatible with Landsat 8 Collection 2 Level 2 images.
November 2021 release
New models
- Mangrove Classification (Landsat 8)
Classify mangroves from Landsat 8 imagery.
- Well Pad Detection—Permian Basin
Detect well pads on Sentinel-2 imagery.
Updated models
- Power Line Classification
Made improvements to precision and recall, and simplified class structure.
July 2021 release
New models
- Building Footprint Extraction—Africa
Extract building footprints from high-resolution three-band imagery for Africa.
- Parcel Extraction—USA
Demarcate land parcel boundaries with plausible approximations for the United States.
- Object Tracking
Use for applications such as object follower and surveillance of stationary objects.
- Pool Detection—USA
Detect pools from high-resolution three-band imagery for the United States.
- Solar Panel Detection—USA
Detect solar panels from high-resolution three-band imagery for the United States.
- Crowd Counting
Count crowds.
- Car Detection—USA
Detect cars from high-resolution three-band imagery for the United States.
- Ship Detection (SAR)
Detect ships globally from SAR data.
February 2021 release
New models
- Road Extraction—North America
Extract roads from high-resolution (30–50 centimeters) aerial and satellite imagery.
- Land Cover Classification (Sentinel-2)
Perform land cover classification on Sentinel-2 imagery.
- Human Settlements Classification (Sentinel-2)
Classify human settlements on Sentinel-2 imagery.
- Human Settlements Classification (Landsat 8)
Classify human settlements on Landsat 8 imagery.
- Shipwreck Detection
Detect shipwrecks using BAG data.
- License Plate Blurring
Blur car license plates to maintain privacy. As democratization, availability, and acquisition of data is increasing, privacy is becoming a concern. Regulations such as GDPR have been introduced to address the privacy rights of the users.
- Face Blurring
Blur faces to maintain privacy. As democratization, availability, and acquisition of data is increasing, privacy is becoming a concern. Regulations such as GDPR have been introduced to address the privacy rights of the users.
- Windows and Doors Extraction
Extract windows and doors in textured building data displayed in 3D views.
Updated models
- Building Footprint Extraction—USA
Extract building footprints from high-resolution three-band imagery for the United States.
December 2020 release
New models
- Power Line Classification
Extract distribution wires at the street level from point cloud data.
October 2020 release
New models
- Building Footprint Extraction—USA
Extract building footprints from high-resolution three-band imagery for the United States.
- Land Cover Classification (Landsat 8)
Classify land cover on Landsat 8 imagery.
- Tree Point Classification
Classify trees from point cloud data.