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cs.CV2026
How many labels do you need? A decision framework for cross-habitat marine species recognition
Alzayat Saleh, Mostafa Rahimi Azghadi
Automated image recognition is increasingly used to scale ecological monitoring beyond manual annotation, yet ecologists lack evidence-based guidance on how much labelling effort r…
cs.CV2026
Multi-label Instance-level Generalised Visual Grounding in Agriculture
Mohammadreza Haghighat, Alzayat Saleh, Mostafa Rahimi Azghadi
Understanding field imagery such as detecting plants and distinguishing individual crop and weed instances is a central challenge in precision agriculture. Despite progress in visi…