Easy on the Eyes: More accurate object detection with EfficientDet
Vision

Easy on the Eyes: More accurate object detection with EfficientDet

Researchers aiming to increase accuracy in object detection generally enlarge the network, but that approach also boosts computational cost. A novel architecture sets a new state of the art in accuracy while cutting the compute cycles required.

January 8, 20202 min read
Easy on the Eyes: More accurate object detection with EfficientDet
Vision

Easy on the Eyes: More accurate object detection with EfficientDet

Researchers aiming to increase accuracy in object detection generally enlarge the network, but that approach also boosts computational cost. A novel architecture sets a new state of the art in accuracy while cutting the compute cycles required.

January 8, 20202 min read
ImageNet Gets a Makeover: The effort to remove bias from ImageNet
Vision

ImageNet Gets a Makeover: The effort to remove bias from ImageNet

Computer scientists are struggling to purge bias from one of AI’s most important datasets. ImageNet’s 14 million photos are a go-to collection for training computer-vision systems, yet their descriptive labels have been rife with derogatory and stereotyped attitudes toward race, gender, and sex.

January 8, 20202 min read
Cancer in the Crosshairs: An AI model beat humans in diagnosing breast cancer from X-rays, but critics found the study lacking.
Vision

Cancer in the Crosshairs: An AI model beat humans in diagnosing breast cancer from X-rays, but critics found the study lacking.

Computer vision has potential to spot cancer earlier and more accurately than human experts. A new system surpassed human accuracy in trials, but critics aren’t convinced.

January 8, 20202 min read
Chelsea Finn — Robots That Generalize: Generalization for robotics through reinforcement learning
Vision

Chelsea Finn — Robots That Generalize: Generalization for robotics through reinforcement learning

Many people in the AI community focus on achieving flashy results, like building an agent that can win at Go or Jeopardy. This kind of work is impressive in terms of complexity.

January 1, 20202 min read
Chelsea Finn — Robots That Generalize: Generalization for robotics through reinforcement learning
Vision

Chelsea Finn — Robots That Generalize: Generalization for robotics through reinforcement learning

Many people in the AI community focus on achieving flashy results, like building an agent that can win at Go or Jeopardy. This kind of work is impressive in terms of complexity.

January 1, 20202 min read
Self-Training for Sharper Vision: The noisy student method for computer vision, explained
Vision

Self-Training for Sharper Vision: The noisy student method for computer vision, explained

The previous state-of-the-art image classifier was trained on the ImageNet dataset plus 3.5 billion supplemental images from a different database. A new method achieved higher accuracy with one-tenth as many supplemental examples — and they were unlabeled, to boot.

December 18, 20192 min read
Self-Training for Sharper Vision: The noisy student method for computer vision, explained
Vision

Self-Training for Sharper Vision: The noisy student method for computer vision, explained

The previous state-of-the-art image classifier was trained on the ImageNet dataset plus 3.5 billion supplemental images from a different database. A new method achieved higher accuracy with one-tenth as many supplemental examples — and they were unlabeled, to boot.

December 18, 20192 min read
Predicting the Next Eruption: AI predicts volcano eruptions from satellite imagery.
Vision

Predicting the Next Eruption: AI predicts volcano eruptions from satellite imagery.

AI is providing an early warning system for volcanoes on the verge of blowing their top. Researchers at the University of Leeds developed a neural net that scans satellite data for indications that the ground near a volcano is swelling—a sign it may be close to erupting.

December 11, 20191 min read
Neighborhood Watchers: Reports charge Ring with mishandling customer data.
Vision

Neighborhood Watchers: Reports charge Ring with mishandling customer data.

Smart doorbell maker Ring has built its business by turning neighborhoods into surveillance networks. Now the company is drawing fire for using private data without informing customers and sharing data with police.

December 11, 20192 min read
Predicting the Next Eruption: AI predicts volcano eruptions from satellite imagery.
Vision

Predicting the Next Eruption: AI predicts volcano eruptions from satellite imagery.

AI is providing an early warning system for volcanoes on the verge of blowing their top. Researchers at the University of Leeds developed a neural net that scans satellite data for indications that the ground near a volcano is swelling—a sign it may be close to erupting.

December 11, 20191 min read
Neighborhood Watchers: Reports charge Ring with mishandling customer data.
Vision

Neighborhood Watchers: Reports charge Ring with mishandling customer data.

Smart doorbell maker Ring has built its business by turning neighborhoods into surveillance networks. Now the company is drawing fire for using private data without informing customers and sharing data with police.

December 11, 20192 min read
Solar Power Heats Up: How solar thermal plants use AI to maximize energy output
Vision

Solar Power Heats Up: How solar thermal plants use AI to maximize energy output

Solar-thermal power plants concentrate the sun’s energy using huge arrays of mirrors. AI is helping those arrays stay in focus.

December 4, 20192 min read
Prehistoric Pictures Rediscovered: AI image analysis reveals new Nazca drawings in Peru.
Vision

Prehistoric Pictures Rediscovered: AI image analysis reveals new Nazca drawings in Peru.

Image analysis guided by AI revealed a 2,000-year-old picture dug into the Peruvian desert. Researchers analyzing aerial imagery shot over Peru found a pattern that looks like a three-horned humanoid holding a staff.

December 4, 20192 min read
Prehistoric Pictures Rediscovered: AI image analysis reveals new Nazca drawings in Peru.
Vision

Prehistoric Pictures Rediscovered: AI image analysis reveals new Nazca drawings in Peru.

Image analysis guided by AI revealed a 2,000-year-old picture dug into the Peruvian desert. Researchers analyzing aerial imagery shot over Peru found a pattern that looks like a three-horned humanoid holding a staff.

December 4, 20192 min read

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