Youjun Yue, Jie Zhang, Hui Zhao, Hongjun Wang. Real-Time Indoor Scene Layout Estimation Based on Improved Lightweight Network[J]. Laser & Optoelectronics Progress, 2022, 59(18): 1810007
- Laser & Optoelectronics Progress
- Vol. 59, Issue 18, 1810007 (2022)
Fig. 1. Structure of the proposed network
Fig. 2. Applications of different parameters in ESA network
Fig. 3. Experimental results on LSUN dataset. (a) Original picture; (b) real layout; (c) layout obtained by proposed method
Fig. 4. Experimental results on Hedau dataset. (a) Original picture; (b) real layout; (c) layout obtained by proposed method
Fig. 5. Results of ablation experiment. (a) Original image; (b) real layout; (c) ablating layered monitoring (ALM); (d) ablating simple combination (ASC); (e) ablating semantic transfer (AST); (f) combination of three mechanisms (CTM)
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Table 1. Performance evaluation of different methods on the LSUN dataset
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Table 2. Performance evaluation of the different methods on the Hedau dataset
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Table 3. Results of the ablation study
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Table 4. Results of different loss weights
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