Search Results for author: Apoorv Singh

Found 12 papers, 0 papers with code

MM-PhyQA: Multimodal Physics Question-Answering With Multi-Image CoT Prompting

no code implementations11 Apr 2024 Avinash Anand, Janak Kapuriya, Apoorv Singh, Jay Saraf, Naman Lal, Astha Verma, Rushali Gupta, Rajiv Shah

While Large Language Models (LLMs) can achieve human-level performance in various tasks, they continue to face challenges when it comes to effectively tackling multi-step physics reasoning tasks.

Question Answering

Generative AI in Vision: A Survey on Models, Metrics and Applications

no code implementations26 Feb 2024 Gaurav Raut, Apoorv Singh

Generative AI models have revolutionized various fields by enabling the creation of realistic and diverse data samples.

Data Augmentation Denoising +2

End-to-end Autonomous Driving using Deep Learning: A Systematic Review

no code implementations27 Aug 2023 Apoorv Singh

End-to-end autonomous driving is a fully differentiable machine learning system that takes raw sensor input data and other metadata as prior information and directly outputs the ego vehicle's control signals or planned trajectories.

Autonomous Driving object-detection +4

A Review on Objective-Driven Artificial Intelligence

no code implementations20 Aug 2023 Apoorv Singh

In this article, we review the prospective Machine Intelligence candidates, a review from Prof. Yann LeCun, and other work that can help close this gap between human and machine intelligence.

Common Sense Reasoning Self-Supervised Learning

Training Strategies for Vision Transformers for Object Detection

no code implementations5 Apr 2023 Apoorv Singh

In this paper, we evaluated a variety of strategies to optimize on the inference-time of vision transformers based object detection methods keeping a close-watch on any performance variations.

Autonomous Driving Object +2

Trajectory-Prediction with Vision: A Survey

no code implementations15 Mar 2023 Apoorv Singh

To plan a safe and efficient route, an autonomous vehicle should anticipate future trajectories of other agents around it.

Autonomous Vehicles Trajectory Prediction

Transformer-Based Sensor Fusion for Autonomous Driving: A Survey

no code implementations22 Feb 2023 Apoorv Singh

Moreover, we also briefly go through few of the non-transformer based less-dominant methods for sensor fusion for autonomous driving.

3D Object Detection Autonomous Driving +2

Surround-View Vision-based 3D Detection for Autonomous Driving: A Survey

no code implementations13 Feb 2023 Apoorv Singh, Varun Bankiti

In this paper we provide a literature survey for the existing Vision Based 3D detection methods, focused on autonomous driving.

Autonomous Driving

Vision-RADAR fusion for Robotics BEV Detections: A Survey

no code implementations13 Feb 2023 Apoorv Singh

First we go through the background information viz., object detection tasks, choice of sensors, sensor setup, benchmark datasets and evaluation metrics for a robotic perception system.

object-detection Object Detection +1

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