Humanitarian

Benchmarks archive 2025-07-28

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Libraries

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Datasets archive 2025-07-28

1 dataset whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

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Most implemented papers archive 2025-07-28

30 shown of 50 papers with code (185 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• xBD: A Dataset for Assessing Building Damage from Satellite Imagery
  21 Nov 2019 4 repositories listed Syntology ran 0 of 1 samples · 1 unverified
  xBD is the largest building damage assessment dataset to date, containing 850, 736 building annotations across 45, 362 km\textsuperscript{2} of imagery.
• Multi-modal learning for geospatial vegetation forecasting
  28 Mar 2023 2 repositories listed Syntology ran 2 of 3 samples · 1 unverified
  Our study breaks new ground by introducing GreenEarthNet, the first dataset specifically designed for high-resolution vegetation forecasting, and Contextformer, a novel deep learning approach for predicting vegetation…
• Differential Attention for Multimodal Crisis Event Analysis
  7 Jul 2025 1 repository listed
  To further refine multimodal fusion, we employ Guided Cross Attention (Guided CA) and combine it with the Differential Attention mechanism to enhance feature alignment by emphasizing critical information while filtering…
• MineInsight: A Multi-sensor Dataset for Humanitarian Demining Robotics in Off-Road Environments
  5 Jun 2025 1 repository listed
  MineInsight is, to the best of our knowledge, the first dataset to integrate dual-view sensor scans from both an Unmanned Ground Vehicle and its robotic arm, offering multiple viewpoints to mitigate occlusions and…
• Benchmarking Object Detectors under Real-World Distribution Shifts in Satellite Imagery
  24 Mar 2025 1 repository listed
  To our knowledge, these are the first DG benchmarking datasets tailored for object detection in real-world, high-impact contexts.
• Earthquake Response Analysis with AI
  14 Mar 2025 1 repository listed
  A timely and effective response is crucial to minimize damage and save lives during natural disasters like earthquakes.
• CEHA: A Dataset of Conflict Events in the Horn of Africa
  18 Dec 2024 1 repository listed
  Natural Language Processing (NLP) of news articles can play an important role in understanding the dynamics and causes of violent conflict.
• Foundation Models for Remote Sensing and Earth Observation: A Survey
  22 Oct 2024 1 repository listed
  This survey systematically reviews the emerging field of RSFMs.
• HumVI: A Multilingual Dataset for Detecting Violent Incidents Impacting Humanitarian Aid
  8 Oct 2024 1 repository listed
  Humanitarian organizations can enhance their effectiveness by analyzing data to discover trends, gather aggregated insights, manage their security risks, support decision-making, and inform advocacy and funding…
• Leveraging Segment Anything Model in Identifying Buildings within Refugee Camps (SAM4Refugee) from Satellite Imagery for Humanitarian Operations
  16 Jul 2024 1 repository listed
  This study explores the utilization of the "Segment Anything Model" (SAM) and one of its branches, SAM-Adapter, for semantic segmentation tasks in the building extraction from satellite imagery.
• A Chatbot for Asylum-Seeking Migrants in Europe
  12 Jul 2024 1 repository listed
  We present ACME: A Chatbot for asylum-seeking Migrants in Europe.
• An Open-Source Tool for Mapping War Destruction at Scale in Ukraine using Sentinel-1 Time Series
  4 Jun 2024 1 repository listed
  Access to detailed war impact assessments is crucial for humanitarian organizations to effectively assist populations most affected by armed conflicts.
• SMUTF: Schema Matching Using Generative Tags and Hybrid Features
  22 Jan 2024 1 repository listed Syntology ran 10 of 10 samples · 0 unverified
  Recognizing the lack of extensive, publicly available datasets for SM, we have created and open-sourced the HDXSM dataset from the public humanitarian data.
• CaBuAr: California Burned Areas dataset for delineation
  21 Jan 2024 1 repository listed
  Forest wildfires represent one of the catastrophic events that, over the last decades, caused huge environmental and humanitarian damages.
• CrisisViT: A Robust Vision Transformer for Crisis Image Classification
  5 Jan 2024 1 repository listed
  We leverage the new Incidents1M crisis image dataset to develop a range of new transformer-based image classification models.
• Forecasting trends in food security with real time data
  1 Dec 2023 1 repository listed
  The methodology we introduce establishes the groundwork for a global, data-driven early warning system designed to anticipate and detect food insecurity.
• Kuro Siwo: 33 billion m² under the water. A global multi-temporal satellite dataset for rapid flood mapping
  18 Nov 2023 1 repository listed Syntology ran 0 of 2 samples · 2 unverified
  Global floods, exacerbated by climate change, pose severe threats to human life, infrastructure, and the environment.
• RELand: Risk Estimation of Landmines via Interpretable Invariant Risk Minimization
  6 Nov 2023 1 repository listed
  Landmines remain a threat to war-affected communities for years after conflicts have ended, partly due to the laborious nature of demining tasks.
• Climate Change Impact on Agricultural Land Suitability: An Interpretable Machine Learning-Based Eurasia Case Study
  24 Oct 2023 1 repository listed
  This study represents a pioneering effort in utilizing machine learning methods to assess the impact of climate change on agricultural land suitability under various carbon emissions scenarios.
• A New Task and Dataset on Detecting Attacks on Human Rights Defenders
  30 Jun 2023 1 repository listed
  The ability to conduct retrospective analyses of attacks on human rights defenders over time and by location is important for humanitarian organizations to better understand historical or ongoing human rights violations…
• Leveraging Domain Knowledge for Inclusive and Bias-aware Humanitarian Response Entry Classification
  26 May 2023 1 repository listed
  Accurate and rapid situation analysis during humanitarian crises is critical to delivering humanitarian aid efficiently and is fundamental to humanitarian imperatives and the Leave No One Behind (LNOB) principle.
• Extracting Victim Counts from Text
  23 Feb 2023 1 repository listed
  We cast victim count extraction as a question answering (QA) task with a regression or classification objective.
• A Transformer Framework for Data Fusion and Multi-Task Learning in Smart Cities
  18 Nov 2022 1 repository listed
  In this paper, a Transformer-based AI system for emerging smart cities is proposed.
• Fine-grained Population Mapping from Coarse Census Counts and Open Geodata
  8 Nov 2022 1 repository listed
  Fine-grained population maps are needed in several domains, like urban planning, environmental monitoring, public health, and humanitarian operations.
• Learning to forecast vegetation greenness at fine resolution over Africa with ConvLSTMs
  24 Oct 2022 1 repository listed
  Forecasting the state of vegetation in response to climate and weather events is a major challenge.
• Rethinking the Event Coding Pipeline with Prompt Entailment
  11 Oct 2022 1 repository listed
  In this work, we propose PR-ENT, a new event coding approach that is more flexible and resource-efficient, while maintaining competitive accuracy: first, we extend an event description such as "Military injured two…
• HumSet: Dataset of Multilingual Information Extraction and Classification for Humanitarian Crisis Response
  10 Oct 2022 1 repository listed
  Timely and effective response to humanitarian crises requires quick and accurate analysis of large amounts of text data - a process that can highly benefit from expert-assisted NLP systems trained on validated and…
• Prioritizing emergency evacuations under compounding levels of uncertainty
  30 Sep 2022 1 repository listed
  However, decision makers struggle to determine optimal evacuation policies given the chaos, uncertainty, and value judgments inherent in emergency evacuations.
• Open High-Resolution Satellite Imagery: The WorldStrat Dataset -- With Application to Super-Resolution
  13 Jul 2022 1 repository listed Syntology ran 0 of 9 samples · 9 unverified
  We hereby hope to foster broad-spectrum applications of ML to satellite imagery, and possibly develop from free public low-resolution Sentinel2 imagery the same power of analysis allowed by costly private…
• You Only Derive Once (YODO): Automatic Differentiation for Efficient Sensitivity Analysis in Bayesian Networks
  17 Jun 2022 1 repository listed
  Sensitivity analysis measures the influence of a Bayesian network's parameters on a quantity of interest defined by the network, such as the probability of a variable taking a specific value.

Syntology lines on 5 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.