VideoMamba: Utilizing State Space Models for Efficient Video Understanding


What is video understanding? Video understanding is a critical task in computer vision, encompassing the ability to recognize and localize various actions or events within a video, both spatially and temporally. What is Mamba? Mamba is an advanced state-space model (SSM) designed to efficiently handle complex, data-intensive sequences. Renowned for its versatility, Mamba has found […]

Exploring Innovative Approaches to Re-identification in Multi-camera Systems


Tracking objects within vision systems remains a cornerstone task, with various methods employed to address its complexities. Among these methods, some rely on the spatial coordinates and temporal movement of detected objects. While effective, such approaches are susceptible to challenges such as occlusion and temporary disappearance of detections. Enter re-identification systems: a robust solution that […]

Unlock Clear Communication: Discover ‘Make it Clear’ by Patrick Henry Winston


Reading and writing are some of the core competencies humans can acquire. Based on them, we start developing and synthesizing knowledge that we later share. They are also the most difficult to obtain, requiring constant practice. Reading is unnatural, as we started to read “only” about 5000 years ago. Even though reading is an obligatory […]

How the First Day of Spring Reveals the Power of Computer Vision?

how the first day of spring reveals the power of computer vision

Spring’s Arrival Signals Heightened Wildfire Risks As the vernal equinox ushers in the first day of astronomical spring, it’s imperative to recognize the increasing threat posed by wildfires, exacerbated by the warming climate. Spring isn’t just a season of blooming flowers and longer days; it’s also a period of heightened fire danger, demanding vigilance and […]

Let’s hop on board with YOLO-WORLD – an efficient, zero-shot object detector


When you approach the problem of detecting objects in an image, you often choose to detect specific classes. This entails adapting the model to the particular task: preparing datasets, labeling new samples, and training the model. This process is often time-consuming and tedious. Zero-shot models are coming up against such inconveniences. A collection of methods […]

Breaking Boundaries: V-JEPA – Revolutionizing Unsupervised Learning in Computer Vision


In the ever-evolving landscape of computer vision and AI, fundamental models have emerged as powerful tools trained on vast datasets unsupervised. Following the success of these models in natural language processing, recent interest in the academic community has turned to unsupervised learning from images or video. V-JEPA (publication: v-jepa) represents the latest iteration in unsupervised […]

Unlocking the Potential: Reinforcement Learning in Computer Vision Research


Reinforcement learning (RL) is a branch of artificial intelligence that focuses on training artificial neural networks to make decisions through interaction with the environment. The main idea behind reinforcement learning is to enable agents (artificial neural networks) to autonomously explore the environment, make decisions, and adjust their behavior based on rewards and penalties. In the […]

Generating synthetic data in Omniverse and Unreal Engine

opcja na naglowek(może)

When generating data, it is essential to diversify it visually. Even with only one object, in this case, an armchair, we can create hundreds of photos, each of which will be unique. All we need to do is add a few randomizations in the data rendering process, e.g., changing the texture of wood and upholstery, […]

Generating Synthetic Data for Artificial Intelligence Training

anotacje1 min

Artificial intelligence (AI) plays an increasingly important role in the modern world, and an essential element of practical training of AI models is access to the correct data. Generating synthetic data has become a crucial technique to solve problems related to the lack of data or the need to protect privacy. This article will compare […]

Enhancing Safety Management in the ESG Revolution Era


In the evolving landscape of corporate responsibility, Environmental, Social, and Governance (ESG) principles have taken center stage, urging businesses to extend their focus beyond financial metrics. The European Union has already set a precedent by mandating ESG reports for major companies, and this shift is gaining traction globally as June 2023 study from the Center […]