In this work, we propose a novel generative approach named Robust Bidirectional Generative Network (RBGN) based on Conditional Generative Adversarial Network (CGAN) for Generalized Zero-shot Learning (GZSL). RBGN empl...
详细信息
ISBN:
(纸本)9781728113319
In this work, we propose a novel generative approach named Robust Bidirectional Generative Network (RBGN) based on Conditional Generative Adversarial Network (CGAN) for Generalized Zero-shot Learning (GZSL). RBGN employs the adversarial attack to train a more rigorous discriminator, thus enhancing the generalizability and robustness of the feature generator under minimax strategy. Moreover, RBGN decodes the generated visual features back to their semantic representations to further improve the representational ability of generated visual features and alleviate the hubness problem. The experimental results of GZSL on four datasets, i.e. CUB, SUN, AWA1, AWA2, demonstrate that our model achieves competitive performance compared to state-of-the-art approaches and owns better generalizability to the unseen classes over conventional generative GZSL models. Further robustness analysis also validates the strong robustness of our model to the different types of semantic disturbance.
China is implementing increasing stringent command-and-control environmental regulations to achieve high-quality development. However, we have limited understanding about whether such policies are effective. This stud...
China is implementing increasing stringent command-and-control environmental regulations to achieve high-quality development. However, we have limited understanding about whether such policies are effective. This study selects the policy of China's National Environmental Protection "Eleventh Five-Year Plan" as a quasi-natural experiment and uses the difference-in-differences (DID) method to analyze the effect of stricter command-controlled environmental regulations on total factor productivity from the enterprise level. Our results indicate that stricter command-and-control environmental regulation promotes TFP of enterprises throughout the country. This effect is even greater in long-established, large-scale, or low capital density enterprises. In addition, stricter command-and-control environmental regulation has a greater positive effect on the TFP of companies in industries with high pollution intensity and fierce competition. Furthermore, government transformation and market green preference will magnify the positive effect of stricter command-and-control environmental regulation on corporate TFP. Moreover, stricter command-and-control environmental regulation promotes the growth of enterprise TFP mainly by improving the efficiency of resource allocation within and between enterprises, rather than stimulating innovation. Local governments should refine pollution control policies, optimize the external environment, and enhance the innovation power of enterprises.
In this work, we propose a novel generative approach named Robust Bidirectional Generative Network (RBGN) based on Conditional Generative Adversarial Network (CGAN) for Generalized Zero-shot Learning (GZSL). RBGN empl...
详细信息
ISBN:
(数字)9781728113319
ISBN:
(纸本)9781728113326
In this work, we propose a novel generative approach named Robust Bidirectional Generative Network (RBGN) based on Conditional Generative Adversarial Network (CGAN) for Generalized Zero-shot Learning (GZSL). RBGN employs the adversarial attack to train a more rigorous discriminator, thus enhancing the generalizability and robustness of the feature generator under minimax strategy. Moreover, RBGN decodes the generated visual features back to their semantic representations to further improve the representational ability of generated visual features and alleviate the hubness problem. The experimental results of GZSL on four datasets, i.e. CUB, SUN, AWA1, AWA2, demonstrate that our model achieves competitive performance compared to state-of-the-art approaches and owns better generalizability to the unseen classes over conventional generative GZSL models. Further robustness analysis also validates the strong robustness of our model to the different types of semantic disturbance.
Disclosed is a multi-functional electro-spoon needle therapeutic apparatus, which comprises a top cover (1), a plurality of locating pieces (2), a fixed lid (3), a rear cover (4), a plurality of electro-spoon needles ...
标准号:
AU2016233183(A1)
Disclosed is a multi-functional electro-spoon needle therapeutic apparatus, which comprises a top cover (1), a plurality of locating pieces (2), a fixed lid (3), a rear cover (4), a plurality of electro-spoon needles (5) and an adjustment mechanism (6), wherein the plurality of locating pieces (2) are respectively mounted on the top cover (1) and the rear cover (4), and each locating piece (2) is provided with a long groove (7);the fixed lid (3) is respectively fixed on the top cover (1) and the rear cover (4) so as to respectively hold the locating pieces (2) between the top cover (1) and the fixed lid (3) and between the rear cover (4) and the fixed lid (3);the rear cover (4) is arranged behind the top cover (1) and connected to the top cover (1) via the adjustment mechanism (6);and the electro-spoon needles (5) are mounted in the long grooves (7) of the locating pieces (2) and can move along the long grooves (7). The multi-functional electro-spoon needle therapeutic apparatus has a simple structure, and the electro-spoon needles (5) can be adjusted according to acupuncture points on a human head, so that after the apparatus is debugged by a professional, a patient can perform acupuncture by himself at home, and the apparatus is convenient to use.
FIELD: medical ***: invention relates to medical technology, namely to electrotherapeutic devices for acupuncture. Device contains the top and rear flaps, connected by means of an adjusting mechanism, on the plates ar...
标准号:
RU2677532(C1)
FIELD: medical ***: invention relates to medical technology, namely to electrotherapeutic devices for acupuncture. Device contains the top and rear flaps, connected by means of an adjusting mechanism, on the plates are mounting elements, in each installation element made a long slot, on the top and rear flap, respectively, fixed two fixed plates, the installation elements are located between the upper flap and one of the fixed plates and between the rear flap and the other fixed plate, while in the long slots of the mounting elements are installed with the ability to move along them the electric needle with a blunt ***: use of the invention allows the patient to carry out acupuncture.9 cl, 7 dwg
Disclosed is a multi-functional electro-spoon needle therapeutic apparatus, which includes a top cover, locating pieces, a fixed lid, a rear cover, electro-spoon needles and an adjustment mechanism, wherein the locati...
标准号:
US2018042815(A1)
Disclosed is a multi-functional electro-spoon needle therapeutic apparatus, which includes a top cover, locating pieces, a fixed lid, a rear cover, electro-spoon needles and an adjustment mechanism, wherein the locating pieces are respectively mounted on the top cover and the rear cover, and each locating piece is provided with a long groove;the fixed lid is respectively fixed on the top cover and the rear cover so as to respectively hold the locating pieces between the top cover and the fixed lid and between the rear cover and the fixed lid;the rear cover is arranged behind the top cover and connected to the top cover via the adjustment mechanism;and the electro-spoon needles are mounted in the long grooves of the locating pieces and can move along the long grooves. The apparatus has a simple structure, so a patient can perform acupuncture by himself.
Disclosed is a multi-functional electro-spoon needle therapeutic apparatus, which comprises a top cover (1), a plurality of locating pieces (2), a fixed lid (3), a rear cover (4), a plurality of electro-spoon needles ...
标准号:
EP3272392(A4)
Disclosed is a multi-functional electro-spoon needle therapeutic apparatus, which comprises a top cover (1), a plurality of locating pieces (2), a fixed lid (3), a rear cover (4), a plurality of electro-spoon needles (5) and an adjustment mechanism (6), wherein the plurality of locating pieces (2) are respectively mounted on the top cover (1) and the rear cover (4), and each locating piece (2) is provided with a long groove (7);the fixed lid (3) is respectively fixed on the top cover (1) and the rear cover (4) so as to respectively hold the locating pieces (2) between the top cover (1) and the fixed lid (3) and between the rear cover (4) and the fixed lid (3);the rear cover (4) is arranged behind the top cover (1) and connected to the top cover (1) via the adjustment mechanism (6);and the electro-spoon needles (5) are mounted in the long grooves (7) of the locating pieces (2) and can move along the long grooves (7). The multi-functional electro-spoon needle therapeutic apparatus has a simple structure, and the electro-spoon needles (5) can be adjusted according to acupuncture points on a human head, so that after the apparatus is debugged by a professional, a patient can perform acupuncture by himself at home, and the apparatus is convenient to use.
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