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AgroOmni: A Large-Scale Multi-view Agricultural Dataset for Cross-Scale Multimodal Reasoning
Announce Type: replace Abstract: Modern agricultural data is sourced from diverse platforms and spans multiple spatial scales, ranging from ground-level close-up photography to Unmanned Aerial Vehicle (UAV) aerial observation and satellite remote sensing imagery. Accordingly, agricultural multimodal reasoning demands robust cross-scale spatial understanding. However, due to the lack of multi-view agricultural benchmark datasets, existing multimodal large language models (MLLMs) exhibit...
IMAC-AgriVLN: Can Agricultural Vision-and-Language Navigation Agents be Aware of Instruction Mistakes?
arXiv:2606.02519v1 Announce Type: new Abstract: Agricultural robots are serving as powerful assistants across a wide range of agricultural tasks, nevertheless, still heavily relying on manual operations or railway systems for movement. The AgriVLN method and the A2A benchmark pioneeringly extended Vision-and-Language Navigation (VLN) to the agricultural domain, enabling a robot to navigate to a target position following a natural language instruction. However, almost all the prior methods...
IMAC-AgriVLN: Can Agricultural Vision-and-Language Navigation Agents be Aware of Instruction Mistakes?
arXiv:2606.02519v2 Announce Type: replace Abstract: Agricultural robots are serving as powerful assistants across a wide range of agricultural tasks, nevertheless, still heavily relying on manual operations or railway systems for movement. The AgriVLN method and the A2A benchmark pioneeringly extended Vision-and-Language Navigation (VLN) to the agricultural domain, enabling a robot to navigate to a target position following a natural language instruction. However, almost all the prior...
AI offers promise for agriculture, but smallholder farmers risk being left behind
AI offers promise for agriculture, but smallholder farmers risk being left behind Robert Egan Associate Editor Globally, agriculture faces mounting pressures. These are driven by climate change, land degradation, labor shortages, supply chain disruptions and the demand for food from a growing population. At the same time, productivity is uneven.
Scientists develop virtual tomato training arena for agricultural robots
Scientists develop virtual tomato training arena for agricultural robots Sadie Harley Scientific Editor Robert Egan Associate Editor Researchers at Osaka Metropolitan University have developed a method for creating realistic virtual tomato farms that automatically generate data for training agricultural AI systems. Their approach offers a way to overcome one of the most labor-intensive tasks in farming: harvesting the crops. Currently, farmbots use object detection systems to locate tomatoes...
Long-term fertiliser solutions needed to avoid EU food shortages, EU Agriculture Commissioner says
The Agriculture and Food Commissioner warned that, to avoid looming food shortages in the face of rising fertiliser costs, the bloc must secure sustainable fertiliser supplies and not just provide short-term financial support. Without long-term solutions to secure fertiliser supplies, the European Union will see food scarcity, the European Commissioner for Agriculture and Food, Christophe Hansen, has told Euronews. His comments come as the ongoing conflict in the Middle East has sent...
Agricultural waste can be used to clean wastewater
Agricultural waste can be used to clean wastewater Lisa Lock Scientific Editor Andrew Zinin Lead Editor Water pollution caused by pharmaceuticals, pesticides and other organic contaminants is an increasing global issue, especially in regions with limited wastewater treatment infrastructure. A new doctoral thesis from Umea University in Sweden offers an innovative and sustainable solution by demonstrating how agricultural waste can be converted into effective materials for water purification....
Sweet basil carbon dots show potential for sustainable agriculture
June 6, 2026 dialog Sweet basil carbon dots show potential for sustainable agriculture Sadie Harley Scientific Editor Robert Egan Associate Editor What if a common herb found in the kitchen could help farmers grow healthier crops? As the global population grows and agriculture faces increasing environmental challenges, scientists are searching for innovative ways to improve crop productivity while reducing reliance on chemical inputs. Nanotechnology has emerged as a potential solution.
Scouting ecological drivers of natural enemies in citrus orchards: implications for biological control in the Corsican agricultural landscape
1. Effective pest control requires a better understanding of natural enemy ecology, particularly how their distribution responds to landscape structure and local management. Agricultural intensification has simplified landscapes, reducing biodiversity and constraining pest control. Landscape-scale surveys are therefore needed to identify strategies that support natural enemies in agricultural systems.
The future of agriculture
The future of agriculture Lisa Lock Scientific Editor Andrew Zinin Lead Editor It's a mild early spring morning at the historic Cottonwood Field Station in western South Dakota, and a herd of 150 Angus steers are scheduled to move to a new pasture rotation. Moving cattle can be tricky and often requires some extra help, electrical fencing and quite a bit of time. But today, there are no extra ranchers, no gates swinging open and no temporary fences in place.