Patent Publication Number: US-11640423-B2

Title: Systems and methods for selecting images for a media item

Description:
RELATED APPLICATION 
     This application is a continuation of U.S. application Ser. No. 16/825,074, filed Mar. 20, 2020, entitled, “Systems and Methods for Selecting Images for a Media Item,” which is incorporated by reference in its entirety. 
    
    
     TECHNICAL FIELD 
     The disclosed embodiments relate generally to selecting appropriate images for displaying concurrently with media content items, and in particular, to analyzing text descriptors associated with images to provide one or more images that match media content items to enhance the user experience of media content item consumption. 
     BACKGROUND 
     Access to electronic media, such as music and video content, has expanded dramatically over time. As a departure from physical media, media content providers stream media to electronic devices across wireless networks, improving the convenience with which users can digest and experience such content. 
     As it becomes easier for users to find content, media content providers can organize media content items and group related content items together in order to provide users with better user experiences. Media content providers use a combination of information about the media content items and information about the users in order to provide personalized content for users. 
     SUMMARY 
     There is a need for systems and methods for providing users with images corresponding to particular media items (e.g., providing “fitting” images to accompany the media items). In some circumstances, these images can replace or complement existing images that are “hard-wired” to the media item (e.g., album cover art). To this end, some embodiments described herein compare text descriptors associated with an image to text associated with a media item. Images with a close fit are provided with the media item, enhancing the user&#39;s visual experience when consuming the media item. 
     More particularly, in some embodiments, the systems and methods described herein obtain a collection of images that are associated with text descriptors, each having a corresponding score indicating the strength of the association. Likewise, media items are scored according to the same text descriptors and matched with one or more images from the collection (e.g., using the respective scores). Matched images from the collection are presented to the user along with the media item. 
     To that end, in accordance with some embodiments, a method is performed at an electronic device. The electronic device has one or more processors and memory storing instructions for execution by the one or more processors. The method includes obtaining a collection of images. Each image in the collection of images is associated with a first set of scores including a respective first score associated with each respective text descriptor of a set of text descriptors. The method includes obtaining a media content item being associated with a second set of scores including a respective second score associated with each respective text descriptor of the set of text descriptors. The method further includes selecting a subset of the collection of images based on the first set of scores and the second set of scores. The method further includes concurrently presenting a respective image of the subset of the collection of images and the media item. 
     In accordance with some embodiments, an electronic device includes one or more processors and memory storing one or more programs configured to be executed by the one or more processors. The one or more programs include instructions for obtaining a collection of images. Each image in the collection of images is associated with a first set of scores including a respective first score associated with each respective text descriptor of a set of text descriptors. The one or more programs further include instructions for obtaining a media item being associated with a second set of scores. The second set of scores includes a respective second score associated with each respective text descriptor of the set of text descriptors. The one or more programs further include instructions for selecting a subset of the collection of images based on the first set of scores and the second set of scores. The one or more programs further include instructions for concurrently presenting a respective image of the subset of the collection of images and the media item. 
     In accordance with some embodiments, a computer-readable storage medium has stored therein instructions that, when executed by an electronic device, cause the electronic device to obtain a collection of images. Each image in the collection of images is associated with a first set of scores including a respective first score associated with each respective text descriptor of a set of text descriptors. The instructions further cause the device to obtain a media item being associated with a second set of scores including a respective second score associated with each respective text descriptor of the set of text descriptors. The instructions further cause the device to select a subset of the collection of images based on the first set of scores and the second set of scores. The instructions further cause the device to concurrently present a respective image of the subset of the collection of images and the media item. 
    
    
     
       BRIEF DESCRIPTION OF THE DRAWINGS 
       The embodiments disclosed herein are illustrated by way of example, and not by way of limitation, in the figures of the accompanying drawings. Like reference numerals refer to corresponding parts throughout the drawings and specification. 
         FIG.  1    is a block diagram illustrating a media content delivery system, in accordance with some embodiments. 
         FIG.  2    is a block diagram illustrating a client device, in accordance with some embodiments. 
         FIG.  3    is a block diagram illustrating a media content server, in accordance with some embodiments. 
         FIG.  4 A- 4 B  illustrate graphical user interfaces for client devices with images selected for a media item in accordance with some embodiments. 
         FIGS.  5 A- 5 C  are flow diagrams illustrating a method of selecting images for a media item, in accordance with some embodiments. 
     
    
    
     DETAILED DESCRIPTION 
     Reference will now be made to embodiments, examples of which are illustrated in the accompanying drawings. In the following description, numerous specific details are set forth in order to provide an understanding of the various described embodiments. However, it will be apparent to one of ordinary skill in the art that the various described embodiments may be practiced without these specific details. In other instances, well-known methods, procedures, components, circuits, and networks have not been described in detail so as not to unnecessarily obscure aspects of the embodiments. 
     It will also be understood that, although the terms first, second, etc. are, in some instances, used herein to describe various elements, these elements should not be limited by these terms. These terms are used only to distinguish one element from another. For example, a first set of scores could be termed a second set of scores, and, similarly, a second set of scores could be termed a first set of scores, without departing from the scope of the various described embodiments. The first set of scores and the second set of scores are both sets of scores, but they are not the same set of scores. 
     The terminology used in the description of the various embodiments described herein is for the purpose of describing particular embodiments only and is not intended to be limiting. As used in the description of the various described embodiments and the appended claims, the singular forms “a,” “an,” and “the” are intended to include the plural forms as well, unless the context clearly indicates otherwise. It will also be understood that the term “and/or” as used herein refers to and encompasses any and all possible combinations of one or more of the associated listed items. It will be further understood that the terms “includes,” “including,” “comprises,” and/or “comprising,” when used in this specification, specify the presence of stated features, integers, steps, operations, elements, and/or components, but do not preclude the presence or addition of one or more other features, integers, steps, operations, elements, components, and/or groups thereof. 
     As used herein, the term “if” is, optionally, construed to mean “when” or “upon” or “in response to determining” or “in response to detecting” or “in accordance with a determination that,” depending on the context. Similarly, the phrase “if it is determined” or “if [a stated condition or event] is detected” is, optionally, construed to mean “upon determining” or “in response to determining” or “upon detecting [the stated condition or event]” or “in response to detecting [the stated condition or event]” or “in accordance with a determination that [a stated condition or event] is detected,” depending on the context. 
       FIG.  1    is a block diagram illustrating a media content delivery system  100 , in accordance with some embodiments. The media content delivery system  100  includes one or more electronic devices  102  (e.g., electronic device  102 - 1  to electronic device  102 - m , where m is an integer greater than one), one or more media content servers  104 , and/or one or more content delivery networks (CDNs)  106 . The one or more media content servers  104  are associated with (e.g., at least partially compose) a media-providing service. The one or more CDNs  106  store and/or provide one or more content items (e.g., to electronic devices  102 ). In some embodiments, the one or more CDNs  106  are associated with the media-providing service. In some embodiments, the CDNs  106  are included in the media content servers  104 . One or more networks  112  communicably couple the components of the media content delivery system  100 . In some embodiments, the one or more networks  112  include public communication networks, private communication networks, or a combination of both public and private communication networks. For example, the one or more networks  112  can be any network (or combination of networks) such as the Internet, other wide area networks (WAN), local area networks (LAN), virtual private networks (VPN), metropolitan area networks (MAN), peer-to-peer networks, and/or ad-hoc connections. 
     In some embodiments, an electronic device  102  is associated with one or more users. In some embodiments, an electronic device  102  is a personal computer, mobile electronic device, wearable computing device, laptop computer, tablet computer, mobile phone, feature phone, smart phone, digital media player, a speaker, television (TV), digital versatile disk (DVD) player, and/or any other electronic device capable of presenting media content (e.g., controlling playback of media items, such as music tracks, videos, etc.). Electronic devices  102  may connect to each other wirelessly and/or through a wired connection (e.g., directly through an interface, such as an HDMI interface). In some embodiments, an electronic device  102  is a headless client. In some embodiments, electronic devices  102 - 1  and  102 - m  are the same type of device (e.g., electronic device  102 - 1  and electronic device  102 - m  are both speakers). Alternatively, electronic device  102 - 1  and electronic device  102 - m  include two or more different types of devices. 
     In some embodiments, electronic devices  102 - 1  and  102 - m  send and receive media-control information through network(s)  112 . For example, electronic devices  102 - 1  and  102 - m  send media control requests (e.g., requests to play music, movies, videos, or other media items, or playlists thereof) to media content server  104  through network(s)  112 . Additionally, electronic devices  102 - 1  and  102 - m , in some embodiments, also send indications of media content items to media content server  104  through network(s)  112 . In some embodiments, the media content items are uploaded to electronic devices  102 - 1  and  102 - m  before the electronic devices forward the media content items to media content server  104 . 
     In some embodiments, electronic device  102 - 1  communicates directly with electronic device  102 - m  (e.g., as illustrated by the dotted-line arrow), or any other electronic device  102 . As illustrated in  FIG.  1   , electronic device  102 - 1  is able to communicate directly (e.g., through a wired connection and/or through a short-range wireless signal, such as those associated with personal-area-network communication technologies (e.g., BLUETOOTH/BLE), radio-frequency-based near-field communication technologies, infrared communication technologies, etc.) with electronic device  102 - m . In some embodiments, electronic device  102 - 1  communicates with electronic device  102 - m  through network(s)  112 . In some embodiments, electronic device  102 - 1  uses the direct connection with electronic device  102 - m  to stream content (e.g., data for media items) for playback on the electronic device  102 - m.    
     In some embodiments, electronic device  102 - 1  and/or electronic device  102 - m  include a media application  222  ( FIG.  2   ) that allows a respective user of the respective electronic device to upload (e.g., to media content server  104 ), browse, request (e.g., for playback at the electronic device  102 ), and/or present media content (e.g., control playback of music tracks, videos, etc.). In some embodiments, one or more media content items are stored locally by an electronic device  102  (e.g., in memory  212  of the electronic device  102 ,  FIG.  2   ). In some embodiments, one or more media content items are received by an electronic device  102  in a data stream (e.g., from the CDN  106  and/or from the media content server  104 ). In some embodiments, the electronic device(s)  102  are capable of receiving media content (e.g., from the CDN  106 ) and presenting the received media content. For example, electronic device  102 - 1  may be a component of a network-connected audio/video system (e.g., a home entertainment system, a radio/alarm clock with a digital display, and/or an infotainment system of a vehicle). In some embodiments, the CDN  106  sends media content to the electronic device(s)  102 . 
     In some embodiments, the CDN  106  stores and provides media content (e.g., media content requested by the media application  222  of electronic device  102 ) to electronic device  102  via the network(s)  112 . Content (also referred to herein as “media items,” “media content items,” and “content items”) is received, stored, and/or served by the CDN  106 . In some embodiments, content includes audio (e.g., music, spoken word, podcasts, etc.), video (e.g., short-form videos, music videos, television shows, movies, clips, previews, etc.), text (e.g., articles, blog posts, emails, etc.), image data (e.g., image files, photographs, drawings, renderings, etc.), games (e.g., 2- or 3-dimensional graphics-based computer games, etc.), or any combination of content types (e.g., web pages that include any combination of the foregoing types of content or other content not explicitly listed). In some embodiments, content includes one or more audio media items (also referred to herein as “audio items,” “tracks,” and/or “audio tracks”). 
     In some embodiments, media content server  104  receives media requests (e.g., commands) from electronic devices  102 . In some embodiments, media content server  104  and/or CDN  106  stores one or more playlists (e.g., information indicating a set of media content items). For example, a playlist is a set of media content items defined by a user and/or defined by an editor associated with a media-providing service. The description of the media content server  104  as a “server” is intended as a functional description of the devices, systems, processor cores, and/or other components that provide the functionality attributed to the media content server  104 . It will be understood that the media content server  104  may be a single server computer, or may be multiple server computers. Moreover, the media content server  104  may be coupled to CDN  106  and/or other servers and/or server systems, or other devices, such as other client devices, databases, content delivery networks (e.g., peer-to-peer networks), network caches, and the like. In some embodiments, the media content server  104  is implemented by multiple computing devices working together to perform the actions of a server system (e.g., cloud computing). 
       FIG.  2    is a block diagram illustrating an electronic device  102  (e.g., electronic device  102 - 1  and/or electronic device  102 - m ,  FIG.  1   ), in accordance with some embodiments. The electronic device  102  includes one or more central processing units (CPU(s), i.e., processors or cores)  202 , one or more network (or other communications) interfaces  210 , memory  212 , and one or more communication buses  214  for interconnecting these components. The communication buses  214  optionally include circuitry (sometimes called a chipset) that interconnects and controls communications between system components. 
     In some embodiments, the electronic device  102  includes a user interface  204 , including output device(s)  206  and/or input device(s)  208 . In some embodiments, the input devices  208  include a keyboard, mouse, or track pad. Alternatively, or in addition, in some embodiments, the user interface  204  includes a display device that includes a touch-sensitive surface, in which case the display device is a touch-sensitive display. In electronic devices that have a touch-sensitive display, a physical keyboard is optional (e.g., a soft keyboard may be displayed when keyboard entry is needed). In some embodiments, the output devices (e.g., output device(s)  206 ) include an audio jack  250  (or other physical output connection port) for connecting to speakers, earphones, headphones, or other external listening devices and/or speaker  252  (e.g., speakerphone device). Furthermore, some electronic devices  102  use a microphone and voice recognition device to supplement or replace the keyboard. Optionally, the electronic device  102  includes an audio input device (e.g., a microphone  254 ) to capture audio (e.g., speech from a user). 
     Optionally, the electronic device  102  includes a location-detection device  209 , such as a global navigation satellite system (GNSS) (e.g., GPS (global positioning system), GLONASS, Galileo, BeiDou) or other geo-location receiver, and/or location-detection software for determining the location of the electronic device  102  (e.g., module for finding a position of the electronic device  102  using trilateration of measured signal strengths for nearby devices). 
     In some embodiments, the one or more network interfaces  210  include wireless and/or wired interfaces for receiving data from and/or transmitting data to other electronic devices  102 , a media content server  104 , a CDN  106 , and/or other devices or systems. In some embodiments, data communications are carried out using any of a variety of custom or standard wireless protocols (e.g., NFC, RFID, IEEE 802.15.4, Wi-Fi, ZigBee, 6LoWPAN, Thread, Z-Wave, Bluetooth, ISA100.11a, WirelessHART, MiWi, etc.). Furthermore, in some embodiments, data communications are carried out using any of a variety of custom or standard wired protocols (e.g., USB, Firewire, Ethernet, etc.). For example, the one or more network interfaces  210  include a wireless interface  260  for enabling wireless data communications with other electronic devices  102 , and/or or other wireless (e.g., Bluetooth-compatible) devices (e.g., for streaming audio data to the electronic device  102  of an automobile). Furthermore, in some embodiments, the wireless interface  260  (or a different communications interface of the one or more network interfaces  210 ) enables data communications with other WLAN-compatible devices (e.g., electronic device(s)  102 ) and/or the media content server  104  (via the one or more network(s)  112 ,  FIG.  1   ). 
     In some embodiments, electronic device  102  includes one or more sensors including, but not limited to, accelerometers, gyroscopes, compasses, magnetometer, light sensors, near field communication transceivers, barometers, humidity sensors, temperature sensors, proximity sensors, range finders, and/or other sensors/devices for sensing and measuring various environmental conditions. 
     Memory  212  includes high-speed random-access memory, such as DRAM, SRAM, DDR RAM, or other random-access solid-state memory devices; and may include non-volatile memory, such as one or more magnetic disk storage devices, optical disk storage devices, flash memory devices, or other non-volatile solid-state storage devices. Memory  212  may optionally include one or more storage devices remotely located from the CPU(s)  202 . Memory  212 , or alternately, the non-volatile memory solid-state storage devices within memory  212 , includes a non-transitory computer-readable storage medium. In some embodiments, memory  212  or the non-transitory computer-readable storage medium of memory  212  stores the following programs, modules, and data structures, or a subset or superset thereof:
         an operating system  216  that includes procedures for handling various basic system services and for performing hardware-dependent tasks;   network communication module(s)  218  for connecting the electronic device  102  to other computing devices (e.g., other electronic device(s)  102 , and/or media content server  104 ) via the one or more network interface(s)  210  (wired or wireless) connected to one or more network(s)  112 ;   a user interface module  220  that receives commands and/or inputs from a user via the user interface  204  (e.g., from the input devices  208 ) and provides outputs for playback and/or display on the user interface  204  (e.g., the output devices  206 );   a media application  222  (e.g., an application for accessing a media-providing service of a media content provider associated with media content server  104 ) for uploading, browsing, receiving, processing, presenting, and/or requesting playback of media (e.g., media items). In some embodiments, media application  222  includes a media player, a streaming media application, and/or any other appropriate application or component of an application. In some embodiments, media application  222  is used to monitor, store, and/or transmit (e.g., to media content server  104 ) data associated with user behavior. In some embodiments, media application  222  also includes the following modules (or sets of instructions), or a subset or superset thereof:
           a media content selection module  224  for selecting one or more media content items and/or sending, to the media content server, an indication of the selected media content item(s);   a media content browsing module  226  for providing controls and/or user interfaces enabling a user to navigate, select for playback, and otherwise control or interact with media content, whether the media content is stored or played locally or remotely;   a content items module  228  for storing media items for playback at the electronic device;   an image collection module  230  for collecting, storing and/or creating (e.g., curating) images corresponding to one or more media items (e.g., an image of a sunflower to correspond to a song about nature);   a subset selection module  232  for collecting, storing, and/or creating (e.g., curating) one or more subsets of images corresponding to one or more media items (e.g., images from image collection module  230  curated for a specific media item genre);   
           a playback history module  240  for storing (e.g., as a list for each user) media content items that have been presented (e.g., streamed) to a respective user and/or analyzing playback patterns for one or more users;   other applications  242 , such as applications for word processing, calendaring, mapping, weather, stocks, time keeping, virtual digital assistant, presenting, number crunching (spreadsheets), drawing, instant messaging, e-mail, telephony, video conferencing, photo management, video management, a digital music player, a digital video player, 2D gaming, 3D (e.g., virtual reality) gaming, electronic book reader, and/or workout support.       

       FIG.  3    is a block diagram illustrating a media content server  104 , in accordance with some embodiments. The media content server  104  typically includes one or more central processing units/cores (CPUs)  302 , one or more network interfaces  304 , memory  306 , and one or more communication buses  308  for interconnecting these components. 
     Memory  306  includes high-speed random access memory, such as DRAM, SRAM, DDR RAM, or other random access solid-state memory devices; and may include non-volatile memory, such as one or more magnetic disk storage devices, optical disk storage devices, flash memory devices, or other non-volatile solid-state storage devices. Memory  306  optionally includes one or more storage devices remotely located from one or more CPUs  302 . Memory  306 , or, alternatively, the non-volatile solid-state memory device(s) within memory  306 , includes a non-transitory computer-readable storage medium. In some embodiments, memory  306 , or the non-transitory computer-readable storage medium of memory  306 , stores the following programs, modules and data structures, or a subset or superset thereof:
         an operating system  310  that includes procedures for handling various basic system services and for performing hardware-dependent tasks;   a network communication module  312  that is used for connecting the media content server  104  to other computing devices via one or more network interfaces  304  (wired or wireless) connected to one or more networks  112 ;   one or more server application modules  314  for performing various functions with respect to providing and managing a content service, the server application modules  314  including, but not limited to, one or more of:
           a media content collections module  316  for storing and/or creating (e.g., curating) media content collections, each media content collection associated with one or more descriptor terms (e.g., playlist titles and/or descriptions) and/or including one or more media content items;   a content item collection module  318  for collecting and storing media items for playback;   a vector representation module  320  for determining and/or storing vector representations of content items in a vector space (e.g., song, podcast, video, see content item collections module  318 );   a media request processing module  322  for processing requests for media content and facilitating access to requested media items by electronic devices (e.g., the electronic device  102 ) including, optionally, streaming media content to such devices;   an image collection module  324  for collecting, storing and/or creating (e.g., curating) images corresponding to one or more media items (e.g., an image of a sunflower to correspond to a song about nature);   a subset selection module  325  for collecting, storing, and/or creating (e.g., curating) one or more subsets of images corresponding to one or more media items (e.g., images from image collection module  324  curated for a specific media item genre);   
           one or more server data module(s)  326  for handling the storage of and/or access to media items and/or metadata relating to the media items; in some embodiments, the one or more server data module(s)  326  include:
           a media content database  328  for storing media content items;   a user preference database  330  for storing (e.g., as a list for each user) user preferences (e.g., preference of podcasts, music genre, volume, speed, session duration); and   a text descriptor database  332  for storing text descriptors corresponding to images (e.g., in image collection module  324 ), and/or text descriptors corresponding to media items (e.g., in media content database  328 ).   
               

     In some embodiments, the media content server  104  includes web or Hypertext Transfer Protocol (HTTP) servers, File Transfer Protocol (FTP) servers, as well as web pages and applications implemented using Common Gateway Interface (CGI) script, PHP Hyper-text Preprocessor (PHP), Active Server Pages (ASP), Hyper Text Markup Language (HTML), Extensible Markup Language (XML), Java, JavaScript, Asynchronous JavaScript and XML (AJAX), XHP, Javelin, Wireless Universal Resource File (WURFL), and the like. 
     Each of the above identified modules stored in memory  212  and  306  corresponds to a set of instructions for performing a function described herein. The above identified modules or programs (i.e., sets of instructions) need not be implemented as separate software programs, procedures, or modules, and thus various subsets of these modules may be combined or otherwise re-arranged in various embodiments. In some embodiments, memory  212  and  306  optionally store a subset or superset of the respective modules and data structures identified above. Furthermore, memory  212  and  306  optionally store additional modules and data structures not described above. In some embodiments, memory  212  stores one or more of the above identified modules described with regard to memory  306 . In some embodiments, memory  306  stores one or more of the above identified modules described with regard to memory  212 . 
     Although  FIG.  3    illustrates the media content server  104  in accordance with some embodiments,  FIG.  3    is intended more as a functional description of the various features that may be present in one or more media content servers than as a structural schematic of the embodiments described herein. In practice, and as recognized by those of ordinary skill in the art, items shown separately could be combined and some items could be separated. For example, some items shown separately in  FIG.  3    could be implemented on single servers and single items could be implemented by one or more servers. In some embodiments, media content database  328  and/or user preference database  330  are stored on devices (e.g., CDN  106 ) that are accessed by media content server  104 . The actual number of servers used to implement the media content server  104 , and how features are allocated among them, will vary from one implementation to another and, optionally, depends in part on the amount of data traffic that the server system handles during peak usage periods as well as during average usage periods. 
       FIGS.  4 A and  4 B  illustrate a first view of a graphical user interface (GUI)  421 - 1  and a second view of the graphical user interface  421 - 2  presented on client device  102 - 1 . The first view of the graphical user interface displayed on client device  102 - 1  shows an image corresponding to currently presented media content, namely “Nature Playlist”  422 . Note that as used herein, media content (or “currently presented media content” may consist of a single track (e.g., a song or a video) or may comprise a collection of tracks (e.g., an album or a playlist). In some embodiments, the media content does not have a corresponding image (e.g., artist artwork, album cover art, or other visual imagery associated with the media content). In some embodiments, the media content does have a corresponding image, and the methods described herein are used to supplement or replace an existing image corresponding to the track (e.g., complement or replace cover art). 
     For example, the currently presented media content shown on the GUI  421 - 1  does not include a cover art image. Instead, a filler image  424 - 1  (e.g., a default image that is not selected based on characteristics of the media content) of a treble clef is shown. Instead of showing a user a blank image or a filler image, the method and systems described herein replace the filler image of the treble clef with an image  424 - 2  corresponding to the media item (e.g., an image selected based on characteristics of the media content). In some embodiments, the selection is further based on preferences of the user. Based on the methods and systems described herein, one or more images are selected for display on the device to the user. In this case, an image of a sunflower is selected and concurrently presented with the media item. 
     Note that, as shown in  FIGS.  4 A- 4 B , in some embodiments, the images selected for the media content are displayed while the media content is being presented. Thus, in some embodiments, the graphical user interface  421 - 1  is a user interface for currently-presented media content. The graphical user interfaces  421 - 1  and  421 - 2  include, in addition the image, a title and/or artist information  426  (e.g., “Track 1,” “Artist 1”) of the media content item. The graphical user interfaces  421 - 1  and  421 - 2  further include a media scrubber control  428 , including a play head that indicates a current playback position in a media item and that, when dragged across a timeline, changes the position in time. The graphical user interface  421  also includes one or more media playback controls  430  displayed by client device  102 - 1 . 
       FIGS.  5 A- 5 C  are flow diagrams illustrating a method  500  of selecting images for a media item, in accordance with some embodiments. Method  500  may be performed ( 502 ) at an electronic device (e.g., media content server  104 , client device  102 ), the electronic device has one or more processors and memory storing instructions for execution by the one or more processors. In some embodiments, the method  500  is performed by executing instructions stored in the memory (e.g., memory  212 ,  FIG.  2    and/or memory  306 ,  FIG.  3   ) of the electronic device. In some embodiments, the method  500  is performed by an electronic device  102 - 1  or a server system  104 . In some embodiments, the method  500  is performed by a combination of the server system (e.g., including media content server  104  and/or CDN  106 ) and an electronic device (e.g., electronic device  102 - 1 ). 
     Referring now to  FIG.  5 A , in performing the method  500 , an electronic device obtains ( 504 ) a collection of images (e.g., from image collection module  230 ,  FIG.  2    and/or image collection module  324 ,  FIG.  3   ), each image in the collection of images being associated with a first set of scores, including a respective first score associated with respective text descriptors (e.g., text labels) of a set of text descriptors (e.g., text descriptor database  332 ,  FIG.  3   ) (e.g., each respective text descriptor of the set of text descriptors, or a respective first plurality of text descriptors of the set of text descriptors). In some embodiments, the set of text descriptors consists of possible descriptors for the images. In some embodiments, obtaining the collection of images comprises obtaining metadata for the collection of images that includes the text descriptors that apply to the media (and, optionally, their scores). 
     In some embodiments, text descriptors, with corresponding scores, are assigned to each image within a collection of images. In some embodiments, the first scores are assigned ( 506 ) based on an analysis of the image with an image recognition system (e.g., a machine learning classification system). For example, the first scores are assigned based on an analysis of the image using a custom image recognition system or using a third-party image recognition system (e.g., Microsoft Computer Vision and Google Cloud Vision). In some embodiments, the first set of scores are assigned ( 508 ) manually. In some embodiments, the electronic device assigns the first scores. 
     The text descriptors describe what the image depicts. In some embodiments, the score of each label is a floating point value between 0 and 1 reflecting the relevance of the label to the image (reflecting how strongly the text descriptor describes what the image depicts). For example, an image of a sun (e.g.,  FIG.  4 B ) may have four separate text descriptors: “summer”; “nature”; “day”; and “bright.” Each text descriptor has a score based on the relevance of the text descriptor to the image. For example, “summer” is given a score of (0.4), “nature” is given a score of (0.8), “day” is given a score of (0.7), and “bright” is given a score of (0.3). 
     The electronic device obtains ( 510 ) a media item (e.g., from content items module  228 ) being associated with a second set of scores, including respective second scores associated with respective text descriptors of the set of text descriptors. For example, the media item is assigned a score associated with all or some of the text descriptors of the set of text descriptors (e.g., a respective second score of “0,” or below some other threshold, associated with a possible descriptor indicates that the descriptor is not associated with or applicable to the media item). In some embodiments, obtaining the media item comprises obtaining metadata for the media that includes the text descriptors that apply to the media item (and, optionally, their scores). In some embodiments, the second set of scores are assigned ( 512 ) using an analysis of content of the media item. In some embodiments, the second set of scores are assigned ( 514 ) using an analysis of text associated with the media item (e.g., an analysis of lyrics, an analysis of users&#39; comments about the media item, an analysis of play list titles of playlists that include the media item, an analysis of text describing the media item obtained from the Web, etc.). In some embodiments, the electronic device assigns the second set of scores. In some embodiments, the set of text descriptors (e.g., the set of possible text descriptors) and their format is the same for both the media item and the collection of images (e.g., the media item and the images are described using a common set of text descriptors). In some embodiments, the second set of scores are assigned ( 516 ) manually. Method  500  continues at  FIG.  5 B . The electronic device selects ( 518 ) a subset of the collection of images (e.g., subset selection module  323 ) based on the first set of scores and the second set of scores. In some embodiments, based on the first set of scores and the second set of scores, the electronic device selects ( 520 ) an initial subset of the collection of images. The initial subset of the collection of images consists of images that share a text descriptor with the media item. 
     In some embodiments, the electronic device sorts ( 522 ) text descriptors of the set of text descriptors according to their respective second scores to produce a ranked list of text descriptors. For example, a media item is associated with text descriptors “nature” having a score of (0.3); “relaxing” (0.8); and “mornings” (0.7). The descriptors are then sorted into the following order: ‘relaxing”, “mornings”, and “nature”. In some embodiments, the electronic device generates ( 524 ) a plurality of lists of images, including, for each text descriptor having a respective second score above a predefined threshold (e.g., above zero) performing operations  526 - 528 . 
     In some embodiments, the electronic device retrieves ( 526 ) images from the collection of images that have a respective first score above the predefined threshold (e.g., above zero) and generates ( 528 ) a respective list of the plurality of lists of images by sorting the images that have a respective first score above the predefined threshold according to a difference between the respective first score and the respective second score (e.g., an absolute difference). Stated another way, for each text descriptor of the media item, the electronic device retrieves images that also include the same text descriptor and sorts the images in ascending order according to the absolute difference between the first and second scores. 
     In some embodiments, the electronic device concatenates ( 530 ) (e.g., merges) the plurality of list of images according to the ranked list of text descriptors to produce a concatenated (e.g., merged) list of images. For example, the plurality of lists of images is ranked in order so the concatenated list of images is ranked first according to the second score for the media item and, within that ranking, according to the absolute difference between the first and second scores. Further, from the example described above, the list of images for “relaxing” would precede the list of images for “morning,” which would precede the list of images for “nature.” In some embodiments, the electronic device selects ( 532 ) the initial subset of the collection of images from the concatenated list of images. For example, the electronic device selects. as the initial subset of images, a predefined number of images, in order, from the top of the list (e.g., 1000 images). 
     The method  500  continues at  FIG.  5 C . In some embodiments, the electronic device ranks ( 534 ) (e.g., re-ranks) each image in the initial subset of the collection of images based on a popularity of the images and selects ( 536 ) the subset of the collection of images (e.g., those images to present to the user) from the initial subset of the collection of images based on the popularity of the initial images. 
     Alternatively, in some embodiments, the electronic device obtains ( 538 ) a set of preferences for a user of the media-providing service and selects ( 540 ) the subset of the collection of images from the initial subset of the collection of images based on the set of preferences for the user of the media-providing service. For example, the electronic device ranks (e.g., re-ranks) the initial subset of the collection of images based on the set of preferences for the user of the media-providing service (e.g., user preference database  330 ) and the selection of the subset of the collection is based on the top results of the ranked subset. For example, when the user&#39;s preference includes a preference for cat images over non-cat images, images with cats are ranked higher than images without cats. 
     Alternatively, in some embodiments, for each respective image in the initial subset of the collection of images, the electronic device determines ( 542 ) a vector distance (e.g., using vector representation module  320 ) between the respective first set of scores and the second set of scores. The electronic device then selects ( 544 ) the subset of the collection of images from the initial subset of the collection of images based on the vector distances. For example, the initial subset of the collection of images is ranked in ascending or descending order based on the vector distance between the first and second sets of scores. The images are selected based on the ranking (e.g., by taking the ten highest ranked images and/or randomly shuffling between the ten highest ranked images). For example, a media item has two text descriptors “cat” with a score of 0.1 and “dog” with a score of 0.2. Images A and B are available from the collection of images. Image A has a text descriptor “cat” with a score of 0.9 and image B has a text descriptor “dog” with a score of 0.3. The rankings for the images are calculated based on the difference between the image text descriptor score and the media item text descriptor score. Thus, the distance for image A is 0.9−0.1=0.8. The distance for image B is 0.3−0.2=0.1. Since image B&#39;s vector distance is smaller than image A&#39;s, image B is ranked higher than image A. In some embodiments, when the image and the media item have two or more text descriptor in common, a Euclidean distance and/or Manhattan distance is used to calculate the rank. 
     In some embodiments, the electronic device concurrently presents ( 546 ) a respective image of the subset of the collection of images and the media item. In some embodiments, the electronic device presents the respective image of the subset of the collection for a specified time duration. After passage of the specified time duration, a subsequent image of the subset of the collection is shown for the specified time duration. For example, the subset of the collection includes 12 images. The first image is shown for 10 seconds and a second image is shown for 10 seconds thereafter. The images may be displayed in order until the media item finishes playing or the user selects a different media item 
     In some embodiments, steps  502 - 546  are repeated to generate a next collection of images for a new version of a media item (e.g., a new episode of a podcast). 
     Although  FIGS.  5 A- 5 C  illustrate a number of logical stages in a particular order, stages which are not order dependent may be reordered and other stages may be combined or broken out. Some reordering or other groupings not specifically mentioned will be apparent to those of ordinary skill in the art, so the ordering and groupings presented herein are not exhaustive. Moreover, it should be recognized that the stages could be implemented in hardware, firmware, software, or any combination thereof. 
     The foregoing description, for purpose of explanation, has been described with reference to specific embodiments. However, the illustrative discussions above are not intended to be exhaustive or to limit the embodiments to the precise forms disclosed. Many modifications and variations are possible in view of the above teachings. The embodiments were chosen and described in order to best explain the principles and their practical applications, to thereby enable others skilled in the art to best utilize the embodiments and various embodiments with various modifications as are suited to the particular use contemplated.