The present disclosure pertains to a method for diagnosing a middle ear disease comprising receiving one or more otoscopic image of a subject, pre-processing the one or more otoscopic image to obtain image data, inputting the image data to a trained network model, generating, using the trained network model, an output that characterizes the health of the subject with respect to the middle ear disease, and generating a diagnostic result based on the output, wherein the trained network model is based on a model selected from the group consisting of a MobileNetV2 model, a NASNetMobile model, and a DenseNet201 model.

An exemplary system includes a memory storing instructions and a processor communicatively coupled to the memory. The processor is configured to execute the instructions to receive, from a sensor of a surgical instrument, environmental condition information associated with the surgical instrument and detected by the sensor while the surgical instrument is disconnected from an external power source, the surgical instrument including circuitry configured to be powered and operate only while the surgical instrument is connected to the external power source, determine, based on the environmental condition information, an operational condition of the surgical instrument, and provide a notification indicating the determined operational condition of the surgical instrument.

A cleaning apparatus management unit manages the utilization status of a first cleaning apparatus that can clean an endoscope that has been manually cleaned in a procedure in which one or more steps are skipped and the utilization status of a second cleaning apparatus that can clean an endoscope that has been manually cleaned by performing all the steps. A reception unit receives step information indicating a completed step during the manual cleaning of the endoscope. When the received step information indicates a predetermined step that comes before a final step, an assignment processing unit determines a cleaning apparatus to be assigned to the endoscope based on the relationship between scheduled completion time of the manual cleaning when the implementation of the one or more steps that come after the predetermined step is skipped and the utilization status of a plurality of cleaning apparatuses managed by the cleaning apparatus management unit.

A medical support apparatus has one processor or more, and the processor is configured to: acquire a medical image; and based on the medical image, generate a guidance display that indicates a boundary between segments whose recommendation levels for medical treatment are different in the medical image and that is to be superimposed on the medical image.

Methods, systems, and apparatus, including computer programs encoded on computer storage media relate to a handheld wireless endoscope image streaming apparatus. The apparatus may establish a wireless connection to a computer system. The apparatus may obtain, via a digital camera, video imagery via an endoscope, the video imagery including multiple frames. The apparatus may stream to a computer system video data.

Surgical sealing ports for use with surgical instruments for access of a natural body orifice are provided. In one exemplary embodiment, a surgical sealing port includes a seal housing and at least one retention element. The seal housing is configured to be at least partially disposed within a natural body orifice and defining a plurality of ports. The plurality of ports includes at least one first port configured to control the ingress and egress of fluid between an interior volume of the natural body orifice and an ambient environment, and at least one second port that is configured to form a seal around an instrument inserted therethrough. The at least one retention element is arranged on an exterior surface of the housing and configured to affix the housing to the natural body orifice. Methods for using the same are also provided.

In general, devices, systems, and methods for multi-source imaging are provided.

To simplify the use of a functional scope of a medical image recording system, for example an endoscopy system, a method is proposed in which an image processing unit of the image recording system recognizes predefined image recording situations on the basis of an image sequence recorded using an image sensor of the image recording system and in response thereto proposes an adaptation to a user that results in an improved display and/or an improved recording of the image sequence in the respective recognized image recording situation. The adaptation can relate here to an algorithm, using which the image sequence is processed after the recording, and/or an image recording method currently used to generate the image sequence.

This disclosure describes an interactive augmented reality system for improving surgeon's view and context awareness during laparoscopic and video assisted surgeries. Instead of purely relying on computer vision algorithms for image registration between pre-operation (or intra-operation) images/models and later intra-operation scope images, the system can implement an interactive mechanism where surgeons may provide supervised information in initial calibration phase of the augmented reality function, thus achieving high accuracy in image registration. Besides the initialization phase before operation starts, interaction between surgeon and the system can also happens during the surgery. Specifically, patient tissue might move or deform during surgery, caused by for example cutting. The augmented reality system can re-calibrate during surgery when image registration accuracy deteriorates, by seeking additional supervised labeling from surgeons. The augmented reality system can improve surgeon's view during surgery, by utilizing surgeon's guidance sporadically to achieve high image registration accuracy.

An intubation device for use in an endotracheal intubation procedure includes: a laryngoscope blade having a tip and a base; a handle attached to the base of the blade; a channel, the channel including a blade channel portion extending along the blade substantially from the tip to the base and including an outlet proximate to the tip and a handle channel portion extending partially along the handle from the blade channel portion; and a tube movement mechanism in the handle, the tube movement mechanism including a thumb interface.