Nilesh Kumar

Feb 3, 2025 | nature.com | Nilesh Kumar |Shalmali Bhagwat |Pratheeik Radhakrishnan |Payal Kadam |Deepali Vora |Nimit Kumar | +1 more

With the rapid advancement of artificial intelligence, questions are increasingly being raised by stakeholders regarding how such technologies can enhance the environmental, social, and governance outcomes of organizations. In this study, challenges related to the organization and retrieval of video content within large, heterogeneous media archives are addressed. Existing methods, often reliant on human intervention or low-complexity algorithms, are observed to struggle with the growing demands of online video quantity and quality. To address these limitations, a novel approach is proposed, where convolutional neural networks and long short-term memory networks are utilized to extract both frame-level and temporal video features. Residual networks 50 (ResNet50) is integrated for enhanced content representation, and two-frame video flow is employed to improve system performance. The framework achieves precision, recall, and F-score of 79.2%, 86.5%, and 83%, respectively, on the YouTube, EPFL, and TVSum datasets. Beyond technological advancements, opportunities for effective content management are highlighted, emphasizing the promotion of sustainable digital practices. By minimizing data duplication and optimizing resource usage, scalable solutions for large media collections are supported by the proposed system.

Aug 26, 2024 | nature.com | Ashish Sharma |Peter Kaiser |Frank G. Holz |Sobha Sivaprasad |Taku Wakabayashi |Nilesh Kumar | +3 more

The majority (95.2%) of the ophthalmologists were aware of all the ranibizumab biosimilars available in India. Biosimilar ranibizumab was the most common ranibizumab administered with 50–100% usage in 51% respondents whereas the proportion of originator usage was below 25% in the majority of practices (62.8%) (Fig. 1B).

Aug 21, 2024 | dev.to | Nilesh Kumar

1. Definition and Basic ConceptNetwork effects, also known as network externalities, refer to the phenomenon where the value of a product or service increases as more people use it. In other words, each new user adds value to the existing user base, creating a self-reinforcing cycle of growth and value creation.

Aug 16, 2024 | medium.com | Nilesh Kumar

In today’s fast-paced world, productivity is key to success. Enter bhashan2pathtak, a cutting-edge speech-to-text tool that’s revolutionizing the way we work. Let’s explore 4 ways this innovative technology can supercharge your productivity. Gone are the days of furiously scribbling notes or typing at lightning speed to keep up with conversations. bhashan2pathtak converts speech to text instantly, allowing you to focus on the content rather than the act of note-taking.

Aug 3, 2024 | nature.com | Ashish Sharma |Taku Wakabayashi |Anat Loewenstein |Nilesh Kumar |Francesco Bandello

AbstractTo understand subfoveal neurosensory detachment flattening and observe (SNF-Ob) strategy and its relationship with visual acuity in the management of centre-involved diabetic macular oedema (Ci-DMO). This was a multicentric retrospective observational study. We reviewed data of 188 eyes of 130 patients who presented with Ci-DMO with subfoveal neurosensory detachment (NSD) and treated with intravitreal anti-vascular endothelial growth factor (anti-VEGF) agents or steroids.