San Francisco: Adobe, along with researchers from the University of California, Berkeley, have trained Artificial Intelligence (AI) to detect facial manipulation in images edited using Photoshop software.

At a time when deepfake visual content is getting commoner and more deceptive, the decision is also intended to make image forensics understandable for everyone.

"This new research is part of a broader effort across Adobe to better detect image, video, audio and document manipulations," the company wrote in a blog-post on Friday.

As part of the programme, the team trained a convolutional neural network (CNN) to spot changes in images made with Photoshop's "Face Away Liquify" feature, which was intentionally designed to change facial features like eyes and mouth.

On testing, it was found that while human eyes were able to judge the altered face 53 per cent of the time, the trained neural network tool achieved results as high as 99 per cent.

The tool also identified specific areas and methods of facial warping.

Adobe's execution in detecting facial manipulation came just days after doctored videos of Facebook CEO Mark Zuckerberg and US Speaker Nancy Pelosi made the rounds on social media as well as news channels.

"This is an important step in being able to detect certain types of image editing, and the undo capability works surprisingly well. Beyond technologies like this, the best defence will be a sophisticated public who know that content can be manipulated, often to delight them, but sometimes to mislead them as well," said Gavin Miller, Head of Research, Adobe.

Adobe's Photoshop software was originally released in 1990.

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Jaipur/New Delhi (PTI): Defence Minister Rajnath Singh on Friday directed the top military commanders of the three services to integrate an "element of surprise" into modern warfare to outmaneuver India's adversaries and bolster strategic posture.

In his address at the joint commanders conference in Jaipur, Singh also described the Operation Sindoor as a testament to the "swift, precise, and joint response" of the Indian armed forces to safeguard national interests and called upon the military to remain ready to deal with any security challenges.

In their two-day deliberations, the commanders carried out a comprehensive review of the combat preparedness of the military in the wake of the evolving regional security situation.

Operation Sindoor was a demonstration of India's growing capabilities and a symbol of the nation's collective resolve and new military ethos, Singh said, a day after the first anniversary of Operation Sindoor.

He also unveiled a 'Joint Doctrine for Integrated Communication Architecture' that is aimed at strengthening doctrinal clarity, interoperability and integrated communications across the armed forces in future multidomain operations.

The joint commanders' conference, themed 'Military Capability in New Domains', brought together the top leadership of the defence ministry and the three services to deliberate on emerging security challenges and future readiness.

Comprehensive deliberations were held on future warfare, multidomain operations, technological transformation and joint capability development.

The conference witnessed extensive discussions on cognitive warfare, cyber resilience against evolving quantum and AI-enabled threats, military capability development in emerging domains, indigenous innovation and AI-enabled warfighting concepts.

It was attended by Chief of Defence Staff Gen Anil Chauhan, Chief of the Naval Staff Admiral Dinesh Kumar Tripathi, Chief of the Army Staff Gen Upendra Dwivedi, Chief of the Air Staff Air Chief Marshal AP Singh and Defence Secretary Rajesh Kumar Singh among others.

In his remarks, Singh asked the commanders to remain "future-ready" by learning from the operation as well as the current global security landscape.

He underscored the need to strengthen capabilities in artificial intelligence, autonomous systems, data analytics and secure communication networks to stay prepared in the rapidly evolving geopolitical security scenario. He emphasised that future conflicts will increasingly be shaped by hybrid threats, information dominance and operations conducted simultaneously across cyber, space, electromagnetic and cognitive domains, according to an official readout.

Highlighting the transformative impact of emerging technologies, Singh stressed on the importance of ensuring integrated national preparedness across all spectrums of conflict, it said.

Singh's remarks at the conference came a day after the first anniversary of Operation Sindoor.

The defence minister appreciated the progress achieved in enhancing jointness, integration and technological adoption across the three services, the readout noted.

Singh said that jointness constitutes a pivotal dimension within the transformative changes sweeping across the global defence sector.

"Future wars will not be won solely through weaponry, but through innovative thinking and enhanced synergy," he said.

The defence minister exhorted the commanders to cultivate the "element of surprise" to remain unpredictable to the nation's adversaries and secure a strategic edge in any given situation.

He, however, urged them to remain vigilant of the element of surprise of the enemy and always stay two steps ahead.

Singh also reiterated the Narendra Modi government's commitment to enhancing the capabilities of the defence forces through state-of-the-art weapons and platforms. He added that special focus is being laid on research in niche domains.

During the conference, he released a documentary film on Operation Sindoor.

The film reaffirms the nation's and defence forces' commitment to operational preparedness and decisive national response capabilities.

Demonstrations of advanced systems and platforms developed for intelligence fusion, operational planning and information management were also showcased during the conference reflecting growing integration of cutting-edge technologies into joint operational structures, according to the defence ministry.

The discussions will contribute significantly towards shaping India's future military transformation and integrated operational preparedness, it said.