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1. Restoring_Classics_to_4K Restoring_Classics_to_4K Public

   Developed an image colorization pipeline utilizing Non-Local Means, Total Variation, and Wavelet Denoising for noise removal, with SIFT and ResNet backbones for feature extraction on ImageNet-1k, a…

   Jupyter Notebook

2. Optimal_Transport_Aggregation_For_Robust_Textual_Descriptors Optimal_Transport_Aggregation_For_Robust_Textual_Descriptors Public

   This project enhances text encoders' global descriptors by implementing advanced aggregation techniques from computer vision literature, to improve sentence-level representations. We utilize models…

   Python

3. Attention_Is_All_You_Need_From_Scratch Attention_Is_All_You_Need_From_Scratch Public

   Implementation of the NeurIPS 2017 paper "Attention is All You Need" from scratch

   Jupyter Notebook

4. Statistical-Methods-In-AI-M23 Statistical-Methods-In-AI-M23 Public

   Coursework done as part of the Statistical Methods in AI course offered in Monsoon 2023 by Prof. Ravi Kiran Sarvadevabhatla, IIITH. Topics covered include KNNs, Decision Trees, Dimensionality Reduc…

   Jupyter Notebook 1

5. Object_Detection_And_Tracking Object_Detection_And_Tracking Public

   Explored Classical and DL based approaches - Employed the Viola-Jones facial classifier for face detection and tracking, adjusting hyperparameters to optimize the quality of detections and tracks. …

   Jupyter Notebook

6. UNet_Segmentation UNet_Segmentation Public

   Segmentation pipeline that uses a U-Net backbone to perform segmentation on the Cityscapes dataset. Conducted experiments to analyse the impact of the skip connections of the U-Net on the quality o…

   Jupyter Notebook