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cs.CV2026
SegRAG: Training-Free Retrieval-Augmented Semantic Segmentation
Abderrahmene Boudiaf, Irfan Hussain, Sajid Javed
Open-vocabulary segmentation models such as SAM3 perform well across broad categories via text prompting, yet degrade when target classes are visually underrepresented in pretraini…
cs.CV2026
CropVLM: A Domain-Adapted Vision-Language Model for Open-Set Crop Analysis
Abderrahmene Boudiaf, Sajd Javed
High-throughput plant phenotyping, the quantitative measurement of observable plant traits, is critical for modern breeding but remains constrained by a "phenotyping bottleneck," w…
cs.CV2026
AgriChat: A Multimodal Large Language Model for Agriculture Image Understanding
Abderrahmene Boudiaf, Irfan Hussain, Sajid Javed
The deployment of Multimodal Large Language Models (MLLMs) in agriculture is currently stalled by a critical trade-off: the existing literature lacks the large-scale agricultural d…