Pashmina is one of the most luxurious and finest fibres in the world. It is a special kind of wool obtained from Cashmere goats. Counterfeiting Pashmina is becoming a prevalent malpractice because of limited supply, expensive pricing and high demand in western markets. Presently, there is a lack of a low-cost and easily available approach for distinguishing authentic Pashmina apparels from other similar-looking products. Because of technological advances and cost reductions in digital image processing, we have been able to implement (...) a variety of image recognition systems on a practical level. In this study, we propose a deep learning model PashmNet for identification of Pashmina fabric using transfer learning. The technique proposed herein classifies Pashmina and non-Pashmina images accurately with classification accuracy of 97.4%. (shrink)

The process of transition in rural economy has been observed with the deepest and fastest structural transformation from farm to non-farm sector in Pakistan. The structure and composition of labour market is also undergoing such considerable changes due to increasing share of the non-farm sector. Given this insight, the study assesses the change in rural economy particularly relying on population and migration trend and employment transition. The descriptive analysis of the study reveals that thereis declining trend in migration from rural (...) to urban areas with a considerable transition in employment from farm to non-farm sectors. The factor analysis points out the fact that push incentives of the farm sector are stronger than the pull incentives of the nonfarm sector for the movement of labour away from the farm sector in Pakistan. Hence, an immense focus is required for the farm sector in the lieu of employment opportunity while creating more diversification in non-farm activities in rural areas. Thus, there is also a dire need to enhance occupational activities such as agro-based processing, new farming practices, livestock, small scale manufacturing, retail trade, construction etc. to enhance the earnings of labour in the rural economy. (shrink)

The people of Myanmar were struck by three major human rights disasters during the country's period of democratization from 2003 to 2012: the 2007 Saffron Revolution, the aftermath of Cyclone Nargis in 2008, and the 2012 Rakhine riots, which would evolve into the ongoing Rohingya crisis. These events saw Myanmar's government categorically labeled as an offender of human rights, and three powerful Southeast Asian member states-Indonesia, Thailand, and Malaysia-responded to the violations in very different ways. In each case, their (...) responses to the crises were explicitly shaped by norm conflict, which may be understood as a tension between international and domestic norms. Their reactions were compelled by a need to address conflicting domestic and international expectations for norm compliance regarding human rights protection and non-interference in internal affairs. In Norms in Conflict: Southeast Asia's Response to Human Rights Violations in Myanmar, Anchalee Rüland makes sense of state action that occurs when a governing body is faced with a circumstance that is at once in line with and contrary to its own governing policies. She defines five different types of response strategies to situations of norm conflict and examines the enabling factors that lead to each strategy. Domestic norms are known to evolve as a country's values change over time yet Rüland argues that the old and new norms may also coexist; knowledge of the underlying political context is crucial for those seeking a solid understanding of state behavior. Norms in Conflict challenges the conventional understanding of the logic of consequences in determining state behavior, advancing constructivist theory and establishing a provocative new conversation in international relations discourse. (shrink)