Aayan Yadav
Joint Seceretary, DSG IIT Roorkee
Education
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B.Tech, Data Science and Artificial Intelligence, IIT Roorkee (2022–2026)
Research Interests
- Machine Learning
- Object Detection
- 3D Recontruction and Scene Understanding
- Vision Language Models
Publications
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Singh, S.*, Yadav, A.*, Jain, J., Shi, H., Johnson, J., & Desai, K. (2024). Benchmarking Object Detectors with COCO: A New Path Forward. ECCV 2024.
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Kumar, A.*, Singla, P.*, & Yadav, A. (2025). StegaVision: Enhancing Steganography with Attention Mechanism (Student Abstract). AAAI 2025.
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Singhi, S.*, Yadav, A.*, Gupta, A., Ebrahimi, S., & Hassanizadeh, P. Provenance Detection for AI-Generated Images: Combining Perceptual Hashing, Homomorphic Encryption, and AI Detection Models. Under Review
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Puniani, C., Sinha, A., Singhi, S., Yadav, A. Impact of Language Guidance: A Reproducibility Study Under Review
Projects
- Sirius
An agentic RAG system using SoTA techniques like AdaRAG, PlanRAG, HyDE, SPLADE, MetRAG, RRF etc. - MedMatcher
Similar Document Template Matching for Medical Dataset. Fine-tuned LayoutLMv3 model on custom medical document dataset using weighted cross entropy loss and minibatch gradient descent. - Image Captioning Model
Build an image captioning model using transfer learning techniques on the Flickr8k dataset. We fine-tuned a combination of pretrained Inceptionv3 and LSTM with regularization.