Cover Image

Do Foundation Model Embeddings Improve Cross-Country Crop Yield Generalisation? A Leave-One-Country-Out Evaluation in Sub-Saharan Africa

Fuente: arXiv

Saved in:

Bibliographic Details
Main Author:	Adjei, Yaw Osei
Format:	Preprint
Published:	2026
Subjects:	Machine Learning Computer Vision and Pattern Recognition I.2.6
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

SupLID: Geometrical Guidance for Out-of-Distribution Detection in Semantic Segmentation
by: Udayangani, Nimeshika, et al.
Published: (2025)

Efficient Image Pre-Training with Siamese Cropped Masked Autoencoders
by: Eymaël, Alexandre, et al.
Published: (2024)

Automated Multi-Class Crop Pathology Classification via Convolutional Neural Networks: A Deep Learning Approach for Real-Time Precision Agriculture
by: Suri, Sourish, et al.
Published: (2025)

Conformal PM2.5 Mapping Under Spatial Covariate Shift: Satellite-Reanalysis Fusion for Africa's Green Industrial Transition
by: Adjei, Yaw Osei, et al.
Published: (2026)

Training a Student Expert via Semi-Supervised Foundation Model Distillation
by: Taghavi, Pardis, et al.
Published: (2026)

Detection and Simulation of Urban Heat Islands Using a Fine-Tuned Geospatial Foundation Model
by: Kreismann, David
Published: (2025)

When Labels Have Structure: Improving Image Classification with Hierarchy-Aware Cross-Entropy
by: Chan, April, et al.
Published: (2026)

Evaluating Cross-Modal Reasoning Ability and Problem Characteristics with Multimodal Item Response Theory
by: Uebayashi, Shunki, et al.
Published: (2026)

Multi-layer Radial Basis Function Networks for Out-of-distribution Detection
by: Khanna, Amol, et al.
Published: (2025)

RepAir: A Framework for Airway Segmentation and Discontinuity Correction in CT
by: Oyer, John M., et al.
Published: (2025)

Neighbor-aware Instance Refining with Noisy Labels for Cross-Modal Retrieval
by: Liu, Yizhi, et al.
Published: (2025)

UPAM: Unified Prompt Attack in Text-to-Image Generation Models Against Both Textual Filters and Visual Checkers
by: Peng, Duo, et al.
Published: (2024)

Exposing Blindspots: Cultural Bias Evaluation in Generative Image Models
by: Seo, Huichan, et al.
Published: (2025)

Detection and Simulation of Urban Heat Islands Using a Fine-Tuned Geospatial Foundation Model for Microclimate Impact Prediction
by: Fleckenstein, Jannis, et al.
Published: (2025)

ESCAPE: Energy-based Selective Adaptive Correction for Out-of-distribution 3D Human Pose Estimation
by: Bidulka, Luke, et al.
Published: (2024)

Deep Domain Adaptation: A Sim2Real Neural Approach for Improving Eye-Tracking Systems
by: Nguyen, Viet Dung, et al.
Published: (2024)

A Hybrid Deep Learning and Model-Checking Framework for Accurate Brain Tumor Detection and Validation
by: Elfatimi, Elhoucine, et al.
Published: (2024)

Semantic Superiority vs. Forensic Efficiency: A Comparative Analysis of Deep Learning and Psycholinguistics for Business Email Compromise Detection
by: Adjei, Yaw Osei, et al.
Published: (2025)

Meta Co-Training: Two Views are Better than One
by: Rothenberger, Jay C., et al.
Published: (2023)

CrossVLA: Cross-Paradigm Post-Training and Inference Optimization for Vision-Language-Action Models
by: Liu, Zhi
Published: (2026)

Classroom-Inspired Multi-Mentor Distillation with Adaptive Learning Strategies
by: Sarode, Shalini, et al.
Published: (2024)

Adapting Multimodal Foundation Models for Few-Shot Learning: A Comprehensive Study on Contrastive Captioners
by: Narasinghe, N. K. B. M. P. K. B., et al.
Published: (2025)

Leveraging Causal Reasoning Method for Explaining Medical Image Segmentation Models
by: Jiang, Limai, et al.
Published: (2026)

Adversarial Robustness of Deep Learning-Based Thyroid Nodule Segmentation in Ultrasound
by: Dietrich, Nicholas, et al.
Published: (2026)

Test-time generative augmentation for medical image segmentation
by: Ma, Xiao, et al.
Published: (2024)

Enhancing Eye Feature Estimation from Event Data Streams through Adaptive Inference State Space Modeling
by: Nguyen, Viet Dung, et al.
Published: (2026)

Any Model, Any Place, Any Time: Get Remote Sensing Foundation Model Embeddings On Demand
by: Ye, Dingqi, et al.
Published: (2026)

Mitigating Catastrophic Forgetting in the Incremental Learning of Medical Images
by: Yavari, Sara, et al.
Published: (2025)

Cyclic Contrastive Knowledge Transfer for Open-Vocabulary Object Detection
by: Zhang, Chuhan, et al.
Published: (2025)

AgenticPruner: MAC-Constrained Neural Network Compression via LLM-Driven Strategy Search
by: Esmat, Shahrzad, et al.
Published: (2026)

Context-Enriched Contrastive Loss: Enhancing Presentation of Inherent Sample Connections in Contrastive Learning Framework
by: Deng, Haojin, et al.
Published: (2025)

Synergizing Deep Learning and Biological Heuristics for Extreme Long-Tail White Blood Cell Classification
by: Nguyen, Duc T., et al.
Published: (2026)

ReLKD: Inter-Class Relation Learning with Knowledge Distillation for Generalized Category Discovery
by: Zhou, Fang, et al.
Published: (2025)

DV-Matcher: Deformation-based Non-Rigid Point Cloud Matching Guided by Pre-trained Visual Features
by: Chen, Zhangquan, et al.
Published: (2024)

Inference-Time Scaling for Visual AutoRegressive modeling by Searching Representative Samples
by: Tang, Weidong, et al.
Published: (2026)

Self-supervised ControlNet with Spatio-Temporal Mamba for Real-world Video Super-resolution
by: Shi, Shijun, et al.
Published: (2025)

SRPL-SFDA: SAM-Guided Reliable Pseudo-Labels for Source-Free Domain Adaptation in Medical Image Segmentation
by: Liu, Xinya, et al.
Published: (2025)

Domain Generalized Stereo Matching with Uncertainty-guided Data Augmentation
by: Du, Shuangli, et al.
Published: (2025)

ReCo-Diff: Residual-Conditioned Deterministic Sampling for Cold Diffusion in Sparse-View CT
by: Choi, Yong Eun, et al.
Published: (2026)

Data Organization Matters in Multimodal Instruction Tuning: A Controlled Study of Capability Trade-offs
by: Tang, Guowei
Published: (2026)