Techniques are disclosed for recognizing aspect ratio errors in image frames of a video and reporting the same. An aspect ratio checker application receives a video that includes multiple image frames and identifies aspect ratio changes in those image frames using a first differential of a time series that includes determined positions of the top, bottom, left, and right of content regions within the image frames. In particular, the aspect ratio checker may identify aspect ratio changes based on non-zero points of the first differential, and the aspect ratio checker further determines aspect ratios of content regions within image frames corresponding to the non-zero points of the first differential. In addition, the aspect ratio checker may generate and display a report indicating the determined aspect ratios and image frame ranges associated with those aspect ratios.

The disclosed computer-implemented method may include receiving, as an input, segmented video scenes, where each video scene includes a specified length of video content. The method may further include scanning the video scenes to identify objects within the video scene and also determining a relative importance value for the identified objects. The relative importance value may include an indication of which objects are to be included in a cropped version of the video scene. The method may also include generating a video crop that is to be applied to the video scene such that the resulting cropped version of the video scene includes those identified objects that are to be included based on the relative importance value. The method may also include applying the generated video crop to the video scene to produce the cropped version of the video scene. Various other methods systems and computer-readable media are also disclosed.

A smart multimedia content receiver automatically resizes video images based on the content being displayed on the TV screen. Such a self-formatting content receiver includes on-board image processing capability that provides continuous video analysis to detect changes in program formatting and convert each frame as it is received in real time, as opposed to processing and re-releasing an entire program or movie, or relying on the viewer to re-format programs manually. In response to detecting a change, aspect ratio adjustments are made as needed. Because the self-formatting content receiver has access to the video data before it is displayed, such automatic on-the-fly adjustments ensure that the viewer's experience during program changes is seamless and without distortion. Subscribers can influence decisions made by the content receiver by pre-setting viewer preferences for aspect ratio adjustment.

Techniques are disclosed for converting image frames, such as the image frames of a motion picture, from one aspect ratio to another while predicting the pan and scan framing decisions that a human operator would make. In one configuration, one or more functions for predicting pan and scan framing decisions are determined, at least in part, via machine learning using training data that includes historical pan and scan conversions. The training data may be prepared by extracting features indicating visual and/or audio elements associated with particular shots, among other things. Function(s) may be determined, using machine learning, that take such extracted features as input and output predicted pan and scan framing decisions. Thereafter, the image frames of a received video may be converted between aspect ratios on a shot-by-shot basis, by extracting the same features and using the function(s) to make pan and scan framing predictions.

A method of presenting media content is disclosed. A plurality of assets is received at a mobile device comprising a display and an orientation sensor. The plurality of assets comprises a first video asset associated with a first aspect ratio, and a second video asset associated with a second aspect ratio, different from the first aspect ratio. A desired aspect ratio is determined based on an output of the orientation sensor. In accordance with a determination that the desired aspect ratio is closer to the first aspect ratio than to the second aspect ratio, the first video asset is selected. In accordance with a determination that the desired aspect ratio is closer to the second aspect ratio than to the first aspect ratio, the second video asset is selected. The selected video is presented at the desired aspect ratio via the display.

A method of presenting media content is disclosed. A plurality of assets is received at a device comprising a display and an orientation sensor. The plurality of assets comprises a first video asset associated with a first aspect ratio, and a second video asset associated with a second aspect ratio, different from the first aspect ratio. A desired aspect ratio is determined based on an output of the orientation sensor. In accordance with a determination that the desired aspect ratio is closer to the first aspect ratio than to the second aspect ratio, the first video asset is selected. In accordance with a determination that the desired aspect ratio is closer to the second aspect ratio than to the first aspect ratio, the second video asset is selected. The selected video is presented at the desired aspect ratio via the display.

A method of presenting media content is disclosed. A plurality of assets is received at a device comprising a display and an orientation sensor. The plurality of assets comprises a first video asset associated with a first aspect ratio, and a second video asset associated with a second aspect ratio, different from the first aspect ratio. A desired aspect ratio is determined based on an output of the orientation sensor. In accordance with a determination that the desired aspect ratio is closer to the first aspect ratio than to the second aspect ratio, the first video asset is selected. In accordance with a determination that the desired aspect ratio is closer to the second aspect ratio than to the first aspect ratio, the second video asset is selected. The selected video is presented at the desired aspect ratio via the display.

A method of presenting media content is disclosed. A plurality of assets is received at a mobile device comprising a display and an orientation sensor. The plurality of assets comprises a first video asset associated with a first aspect ratio, and a second video asset associated with a second aspect ratio, different from the first aspect ratio. A desired aspect ratio is determined based on an output of the orientation sensor. In accordance with a determination that the desired aspect ratio is closer to the first aspect ratio than to the second aspect ratio, the first video asset is selected. In accordance with a determination that the desired aspect ratio is closer to the second aspect ratio than to the first aspect ratio, the second video asset is selected. The selected video is presented at the desired aspect ratio via the display.

Provided is a method of displaying an image in a display device, the method including transmitting, to a content providing device, image request information requesting the content providing device to selectively transmit an image of a first resolution or an image of a second resolution; receiving the image of the first resolution or the image of the second resolution which is obtained by performing upscaling on the image of the first resolution using a first upscaler, based on the image request information; based on receiving the image of the first resolution, performing upscaling on the image of the first resolution using a second upscaler of the display device to obtain a upscaled image having the second resolution and displaying the upscaled image having the second resolution, upscaling capability of the second upscaler being different from upscaling capability of the first upscaler; and based on receiving the image of the second resolution, displaying the image of the second resolution.

To display an image list stored in a memory with good visibility and to display the image list at a high speed, an image display device reads an image file in an Exif format, extracts a thumbnail image included in the image file in the Exif format, and generates a displayed image having a predetermined size and a square shape, thus displaying it in the image list. It is possible to improve visibility in displaying the image file aligning square-shaped displayed image having the same size while precluding blanks. It is possible to perform high-speed processing in producing an image list using thumbnail images included in image files in the Exif format.