Specifiction
For vendors
AdvertiseTop spots, featured rows, home sponsor Get listedAdd a product we don't cover yet Claim a listingFree: verify the domain, then correct your page Vendor dashboardNumbers, orders and placements
List your tool
Vendor dashboard
Tech riderRev. 24 Sept 2026

SERVIR-ACES

Ch 355.2of 35 AI Image Recognition Software
  1. 1Runs onNot stated by the maker
  2. 2CostsNot stated by the maker
  3. 3Image classificationYes
  4. 4Custom modelsYes
2 lines stated Written from the maker's own pages: servir.github.io
Visit site Alternatives
The SERVIR-ACES homepage

Overview

SERVIR-ACES is ranked #35 of 35 in AI image recognition software on Specifiction.

Compared on AI image recognition software

Image classification
Yesservir.github.io
Custom models
Yesservir.github.io

Facts

Purpose
ACES is a Python module for generating training data and training machine learning models for remote sensing applications.servir.github.io · 5 Oct 2026
Data processing
ACES provides data processing and data loading from Google Earth Engine.servir.github.io · 5 Oct 2026
Model support
ACES supports training and evaluating DNN, CNN, and U-Net models, and running inference with trained models.servir.github.io · 5 Oct 2026
Remote sensing
ACES supports feature extraction for remote sensing applications.servir.github.io · 5 Oct 2026
Apache Beam
ACES integrates with Apache Beam for data processing.servir.github.io · 5 Oct 2026
Installation
The documentation provides installation from PyPI with pip and installation of a development version from GitHub.servir.github.io · 5 Oct 2026
Earth Engine requirement
The installation documentation says Google Earth Engine is used to process data into a usable TF format and directs users to sign up for an Earth Engine account.servir.github.io · 5 Oct 2026
Configuration
ACES uses environment variables in a configuration file to set data and output directories, model type, features, labels, and training parameters.servir.github.io · 5 Oct 2026
Optional dependencies
The installation documentation offers an extra option to install all optional dependencies.servir.github.io · 5 Oct 2026
Colab note
The tutorial offers a Jupyter Notebook Colab example and notes that GPU and other resources may not be fully available in the unpaid Colab version.servir.github.io · 5 Oct 2026
Support
The project directs users to file GitHub issues to report bugs or submit feedback.servir.github.io · 5 Oct 2026
Contribution model
The contribution page describes the project as volunteer-driven and welcomes contributions.servir.github.io · 5 Oct 2026

Best SERVIR-ACES alternatives

See all 20
All accessCh 01 MediaPipe Free planAndroidiOS Free to start7.6 All accessCh 02 Google Cloud Vision API Free planAPILinux Free to start7.4 All accessCh 03 SentiSight.ai Free trialAndroidAPI 7.4 All accessCh 04 CompreFace Free planAPILinux Free to start7.3 All accessCh 05 LandingLens Free planAPIself-hosted Free to start7.2 All accessCh 06 Roboflow Free planAndroidAPI from $39/mo7.2

Where it ranks on Specifiction

Is SERVIR-ACES yours?

Claim it for free: prove the domain, then correct facts, plans and screenshots. An editor reviews every change.

Claim it free Promote SERVIR-ACES

Sources