2026-10-12T11:32:03Z https://api.figshare.com/v2/oai

oai:figshare.com:article/33956605 2026-09-21T17:35:34Z category_146 category_21 category_39 category_734 category_931 category_133 portal_5 item_type_3 month_year_09_2026

<p>Independent contribution of each proposed module on the pure YOLO11n baseline.</p> Wenwei Liu (787204) Jinyu Xu (285766) Guoao Wang (24686019) Shuo Ding (3173940) Yuanbo Zhang (1511194) Runze Tian (10165784) Zejiang Li (1776949) Yuanzhe Ji (25084618) Li Zhang (8200) Space Science Biotechnology Ecology Biological Sciences not elsewhere classified Information Systems not elsewhere classified Plant Biology weak semantic signals time rose grading time inference speed suppressing background noise severe foliage occlusion rigid floral boundaries newly proposed csp integrated adaptive downsampling inefficient manual labor frequency spatial cues determining market value aware gradient guidance novel focused shape model &# 8217 hybrid attention mechanism results establish flora paper introduces flora preserve critical high evaluated via 5 5 ms latency provide shape model achieves gated attention yolo11n architecture stage buds stable 86 species generalization scalable solution remains hindered precise bounding modern agriculture loss function inherent bottlenecks highly efficient hardware deployment gated bottleneck domain testing custom dataset computational load computational constraints box regression based variance based sorting based sandglass android terminals agricultural vision adapted c3k2 adapted architectures achieved alongside accuracy improvement <p>Independent contribution of each proposed module on the pure YOLO11n baseline.</p> 2026-09-21T17:35:10Z Dataset Dataset 10.1371/journal.pone.0358742.t003 https://figshare.com/articles/dataset/_p_Independent_contribution_of_each_proposed_module_on_the_pure_YOLO11n_baseline_p_/33956605 CC BY 4.0