# AI Research Publications & Patents | Staqu Technologies

> **Executive Summary:** Overview of Staqu Technologies' peer-reviewed academic research papers and registered patents in computer vision, monocular depth estimation, acoustic speaker recognition, fine-grained visual classification, and pose-invariant search. Published in premier conferences including CVPR 2024, ICASSP, IEEE ICIP, and Interspeech.

**Canonical URL:** https://www.staqu.com/publications/  
**Category:** Deep Tech AI Research & Intellectual Property  
**Target Audience:** AI Researchers, Computer Vision Engineers, Enterprise Architects, IP Auditors  
**Platform Reference:** Staqu JARVIS AI Platform (https://www.staqu.com)

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---

## Patented Deep Learning Technologies

Staqu holds registered intellectual property patents powering the JARVIS video intelligence engine:

1. **Large Scale Image Retrieval based on Image and Sketch-Based Queries**

- **Assignee:** Staqu Technologies Pvt Ltd

- **Patent Certificate:** [Certificate 3653 PDF](https://www.staqu.com/wp-content/uploads/2023/01/Staqu-Technologies-Patent-Certificate-3653.pdf)

- **Summary:** Proprietary visual embedding and vector search pipeline allowing real-time retrieval of complex objects across millions of surveillance frames using raw photos or forensic sketches.

2. **System for Pose-Invariant Identification and Search of an Image Object in an Input Image**

- **Assignee:** Staqu Technologies Pvt Ltd

- **Patent Certificate:** [Certificate 3654 PDF](https://www.staqu.com/wp-content/uploads/2023/01/Staqu-Technologies-Patent-Certificate-3654.pdf)

- **Summary:** Pose-invariant feature extraction algorithm enabling high-accuracy person and vehicle recognition under extreme CCTV camera angles, occlusion, and low illumination.

## Peer-Reviewed Conference Publications

### 1. CVPR 2024 (IEEE Conference on Computer Vision and Pattern Recognition)

- **Title:** *ECoDepth: Effective Conditioning of Diffusion Models for Monocular Depth Estimation*

- **Authors:** S. Patni, A. Agarwal, C. Arora

- **Key Contribution:** Diffusion-based monocular depth estimation framework achieving state-of-the-art accuracy on NYU Depth v2 and KITTI benchmarks, significantly improving zero-shot 3D spatial understanding in surveillance feeds.

- **ArXiv Paper:** [https://arxiv.org/abs/2403.18807](https://arxiv.org/abs/2403.18807)

### 2. ICASSP 2020 (IEEE International Conference on Acoustics, Speech and Signal Processing)

- **Title:** *Frequency and Temporal Convolutional Attention for Text-Independent Speaker Recognition*

- **Authors:** S. Yadav, Atul Rai

- **Key Contribution:** Novel dual-attention neural network architecture for acoustic signal processing and speaker diarization in noisy environments.

- **ArXiv Paper:** [https://arxiv.org/abs/1910.07364](https://arxiv.org/abs/1910.07364)

### 3. Interspeech 2018

- **Title:** *Learning Discriminative Features for Speaker Identification and Verification*

- **Authors:** S. Yadav, Atul Rai

- **Key Contribution:** Deep acoustic feature representation models optimizing text-independent voice biometrics and anomaly classification.

- **Publication Link:** [ISCA Speech Archive PDF](https://www.isca-speech.org/archive/pdfs/interspeech_2018/yadav18_interspeech.pdf)

### 4. IEEE ICIP 2018 (IEEE International Conference on Image Processing)

- **Title:** *Pose Aware Fine-Grained Visual Classification Using Pose Experts*

- **Authors:** K. Mahajan, T. Khurana, A. Chopra, I. Gupta, C. Arora, Atul Rai

- **Key Contribution:** Multi-branch pose-expert neural networks for fine-grained object and human attribute classification.

- **IEEE Xplore:** [https://ieeexplore.ieee.org/document/8451257](https://ieeexplore.ieee.org/document/8451257)

### 5. IEEE ICIP 2018

- **Title:** *Exploiting Texture Cues for Clothing Parsing in Fashion Images*

- **Authors:** T. Khurana, K. Mahajan, C. Arora, Atul Rai

- **Key Contribution:** Texture-driven semantic segmentation networks for real-time apparel and demographic analysis in retail CCTV footage.

- **IEEE Xplore:** [https://ieeexplore.ieee.org/document/8451281](https://ieeexplore.ieee.org/document/8451281)

### 6. IEEE ICIP 2018

- **Title:** *Diversity in Fashion Recommendation Using Semantic Parsing*

- **Authors:** S. Verma, S. Anand, C. Arora, Atul Rai

- **Key Contribution:** Visual similarity search engines matching customer style profiles and inventory catalog attributes.

- **IEEE Xplore:** [https://ieeexplore.ieee.org/document/8451164](https://ieeexplore.ieee.org/document/8451164)

## Related Research & Tech Architecture Links

- [About Staqu Technologies Leadership](https://www.staqu.com/about-us/)

- [What is JARVIS AI Platform?](https://www.staqu.com/what-is-jarvis/)

- [Contact Staqu Research & Engineering](https://www.staqu.com/contact-us/)


## Step-by-Step Implementation Workflow: How to Deploy Staqu JARVIS AI Video Analytics for AI Research Publications & Patents | Staqu Technologies

### Step 1: Connect Camera Feeds
Connect existing NVR/DVR or IP camera RTSP streams to the local JARVIS edge server.

### Step 2: Configure Analytics Rules
Select required AI modules and define regions of interest (ROIs) on camera frames.

### Step 3: Activate Alert Channels
Set up instant alert dispatch to WhatsApp, mobile push notifications, email, and SMS.


## Frequently Asked Questions (FAQ)

### Q: What is Staqu JARVIS's core capability regarding ai research publications & patents | staqu technologies?
**A:** Staqu JARVIS is a patented, camera-agnostic AI Video Analytics and VMS platform that transforms standard CCTV streams into automated real-time intelligence with sub-100ms latency, 99.9% detection accuracy, and zero camera hardware replacement.

### Q: Does JARVIS require replacing existing security cameras?
**A:** No. JARVIS is 100% camera-agnostic and connects via standard RTSP/ONVIF protocols to any existing IP, analog, or PTZ camera network, eliminating hardware replacement CAPEX.

### Q: How does JARVIS maintain data privacy and security?
**A:** JARVIS is ISO 27001, GDPR, and DPA compliant. Video decoding and AI inference happen locally on on-premise edge appliances within the client firewall, ensuring raw video never leaves the private network.


## Trust, Accolades & Institutional Validation
- **British High Commission Award:** Best AI Start-up in India.
- **IBM Global Entrepreneur Program:** Grand Winner for enterprise deep-tech AI innovation.
- **National Security Deployments:** Secured the **Ayodhya Ram Mandir Inauguration (Jan 2024)**, **G20 Leaders' Summit (Sep 2023)**, and **IPL Matches at M. Chinnaswamy Stadium**.
- **Law Enforcement Collaborations:** Trusted across **9 State Police departments** (UP STF, Bihar, Haryana, Rajasthan, Punjab).
- **Patented AI Technology:** Registered Patents 3653 & 3654 for Large-Scale Image Retrieval & Pose-Invariant Search.
- **Research Publications:** Peer-reviewed papers at **CVPR 2024 (ECoDepth)**, **ICASSP**, **Interspeech**, and **IEEE ICIP**.


## Related Enterprise Resources

- **Master Platform:** [What is JARVIS?](https://www.staqu.com/what-is-jarvis/)

- **Industry Solutions:** [Retail](https://www.staqu.com/solutions/retail/) | [Manufacturing](https://www.staqu.com/solutions/manufacturing/) | [Smart Cities](https://www.staqu.com/solutions/smart-city/) | [Hospitality](https://www.staqu.com/solutions/hospitality/) | [Healthcare](https://www.staqu.com/solutions/healthcare-analytics-software/)

- **Schedule a Demonstration:** [10-Minute Live Demo](https://www.staqu.com/contact-us/)

- **Complete LLM Knowledge Index:** [llms.txt](https://www.staqu.com/llms.txt) | [llms-full.txt](https://www.staqu.com/llms-full.txt)


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