CRFNet: Context ReFinement Network used for semantic segmentationdoi:10.4218/etrij.2023-0017An, TaeghyunKang, JungyuChoi, DooseopMin, Kyoung‐WookETRI Journal
In addition, we employ the Tversky loss function to balance the segmented and non-segmented regions and perform further refinement with a dense CRF. Finally, we extensively validate the proposed method on three public databases: LiTS17, 3DIRCADb, and SLiver07. Compared to the state-of-the-art...
We determined the final change in buildings by gathering matched roof and bi-temporal changed building proposals using co-refinement based on CRF, which were further classified as "newly built," "demolished", or "changed". Experiments were conducted with two typical datasets covering complex urban ...
A fully connected conditional random field-based global refinement is then performed over each point in the point cloud to produce a fine-grained classification result. On the ISPRS 3-D Semantic Labeling Contest, our solution sets a new state of the art by improving the highest average F1-...
Strengthening CrFeNi multi-principal element alloy through grain refinement, introducing partially recrystallized structure, and constructing fine heterostructures Vacuum Volume 227, September 2024, Page 113436 Purchase options CorporateFor R&D professionals working in corporate organizations. Academic and personal...
Combination of representation analysis and Rietveld refinement reveals that a very rare structure, i.e., a quasi-120掳 structure with=(1/2, 0), is realized at the base temperature. The classical calculation of the phase diagram elucidates that CsCrFis the first experimental realization of the ...
Accordingly, profuse strategies have been adopted to single phase HEAs, such as grain refinement [11], [12], deformation strengthening [13], introducing precipitates or interstitial elements [14], [15], and designing heterogeneous structures [16], [17]. Although the performance of the HEAs can...
The refinement of the FCCRF pairwise potential for the unary potential probability image is mainly aimed at the edge errors in the change detection regions. However, the internal errors or recognition errors in the change detection regions need to be corrected by unary potential network with more...
The presence of fine Al2O3 particles over the grain boundaries, more structural refinement, and high-configurational entropy effect led to an increased resistance to packing during hot compaction and decreased dislocation motion during hot forging, which resulted in a decrease in the relative density...
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