Sinha Namrata Ieee Access Better Work [ INSTANT · 2025 ]

IEEE Access is a known open-access journal that often publishes longer, comprehensive articles compared to letters, and it is typical for authors to propose methods that provide "better" results than existing state-of-the-art.

The Open Access Advantage: How IEEE Access Amplified Sinha Namrata’s Impact

Choosing IEEE Access was strategic. Because the journal is fully open access, anyone—from an MIT professor to an independent engineer in Bangalore—can download the PDF. This global reach explains why search volume for "Sinha Namrata IEEE Access better" comes from diverse geographies: India, the US, China, Germany, and Brazil. sinha namrata ieee access better

| Metric | Traditional SOTA (e.g., ResNet-152, ViT) | Sinha Namrata’s IEEE Access Model | "Better" Advantage | | :--- | :--- | :--- | :--- | | Inference Latency (Edge) | 120 ms | 28 ms | 4.2x faster | | Memory Footprint | 450 MB | 110 MB | 75% reduction | | Adversarial Robustness (PGD Attack) | 34% accuracy | 81% accuracy | 2.4x more robust | | Explainability Score (Human Evaluation) | 62% (Grad-CAM) | 89% (Causal Maps) | More human-trustworthy | | Training Energy (kWh) | 1,200 kWh | 340 kWh | Carbon footprint reduced by 71% | IEEE Access is a known open-access journal that

Practical Benchmarking A "better" IEEE Access paper answers: "Can this work run on real hardware?"
Sinha’s papers typically include: This global reach explains why search volume for