Introduction

Retinal imaging plays a significant role in the screening and management of diabetic retinopathy (DR), the most common microvascular ocular complication of diabetes. It is estimated that about 463 million people have diabetes worldwide, and if the same trend continues, this number is expected to increase to 578 million by 2030 and to an alarming 700 million people with diabetes by the year 2045 [1]. The rapid increase in prevalence of diabetes is expected to be higher in the low-to-middle income countries (LMIC). As previous global estimates have shown that one-third of the people with diabetes have some form of DR, this would translate to ~193 million people with some stage of DR by the year 2030 [2].

As DR is an asymptomatic condition that can progress to irreversible vision loss without timely treatment, it is a candidate condition that meets all the criteria for a universal screening programme [3]. It is one of the most common causes of avoidable blindness with diabetic macular oedema (DMO) and proliferative diabetic retinopathy (PDR) being the two major sight-threatening forms of DR (STDR) [3, 4]. Traditionally, ophthalmologists have screened for DR by performing direct ophthalmoscopy, slit lamp bio-microscopy and indirect ophthalmoscopy for entire retinal examination after pupil dilatation (mydriasis). As the clinical course of DR has a long asymptomatic phase, individuals with diabetes may not visit the ophthalmologist regularly for DR screening unless they are aware of visual loss due to STDR. A universal screening programme for DR aims early identification of people with DR who are at high risk and ensure timely referral to the ophthalmologist/retina specialist to initiate treatment before the development of advance damage [3, 5].

Lifelong evaluation for DR by repetitive retinal screening of people with diabetes is a valuable and essential strategy. Various imaging modalities, especially, colour fundus photography (CFP) has established important role in DR screening for early detection, assessment of progression and monitoring of treatment response. DR screening programmes employ different types of validated fundus cameras for retinal imaging and trained image graders/trained optometrists/ophthalmologists for interpretation of referable DR. Manual grading of fundus photographs for large numbers of people with diabetes by trained graders incur substantial costs to the healthcare systems. The advent of artificial intelligence (AI) and deep learning techniques has raised the possibility of automated DR detection-aided screening of DR [6].

This paper will review the different types of fundus cameras that are currently being used in DR screening and management around the world.

CFP in DR screening and management

Stereoscopic CFP of seven standard fields (30°) of the retina is the gold standard for detection of DR lesions as defined by the Early Treatment Diabetic Retinopathy Study (ETDRS) [7]. However, as this protocol is challenging to deliver in clinical practice, two or three field retinal images that capture 30°–50° of the posterior retina that includes the macula and the optic disc [8, 9] are widely used to inform the DR status in ophthalmology clinics. Stereoscopic fundus imaging provides a pseudo three-dimensional image from an ordinary two-dimensional CFP by shifting the fundus camera a few millimetres between sequential photographs [9]. Some DR screening programmes use a single-field CFP but two or three field CFP provides better sensitivity and specificity in comparison [8, 10, 11]. The digital photographs may be interpreted by trained readers or forwarded to a reading centre for interpretation and grading of DR.

However, increasing prevalence of diabetes could soon globally outpace the supply of optometrists and ophthalmologists. In many LMIC, people have poor or even no access to ophthalmology care. In these settings, remote interpretation of retinal imaging may be employed. Screening of people with diabetes for early detection of DR should be feasible at their regular point of care for their diabetes such as at the diabetes clinics or primary care clinics. To achieve this, both mydriatic and non-mydriatic (NM) digital fundus photography are widely used in LMIC as practical alternatives for screening for DR [8, 10,11,12].

The main challenges for LMIC to replicate established DR screening programmes in high-income countries are the high cost of recommended fundus cameras, limited infrastructure, lack of trained personnel and easy accessibility to DR treatment. Remote digital retinal imaging via telemedicine provides a mechanism to extend eye-care services to underserved populations [13]. Technological advances in the development of fundus cameras have significantly improved retinal photography by trained non-qualified technicians, where local people in rural areas in LMIC are able to take good-quality retinal images with basic training. Figure 1 shows retinal imaging inside a mobile telemedicine van in Chunampet village, South India, performed by a local trained technician. Improvements in internet connectivity/telecommunication and smartphones are important breakthroughs that have made retinal imaging and DR screening in remote areas realisable through telemedicine programmes [13,14,15]. In 2004, the American Telemedicine Association provided guidelines and recommendations for clinical, technical and operational standards for DR screening that help address the barriers for DR screening [16]. In addition to DR, screening for ocular conditions such as cataract, hypertensive retinopathy, age-related macular degeneration (AMD) and glaucoma is also possible by retinal screening [17]. A full evaluation is required when a screening retinal photograph is ungradable.

Fig. 1: Rural Teleophthalmology.
figure 1

A Retinal imaging inside a mobile telemedicine van in Chunampet village, south India, performed by a local trained technician.  B Retinal image with Topcon TRC NW200 non-mydriatic desktop fundus camera.

Advantages of digital retinal imaging in DR

Digital imaging enables easy and immediate review of images, image magnification options with the ability to enhance and manipulate images. It provides scope for novel image analysis, and with internet connectivity, models of remote, system-assisted or automated AI-assisted diagnosis of DR is feasible. CFP is an effective tool to demonstrate clinical signs of DR and to show and educate the patient about their DR status. It is also useful for monitoring for improvement or progression of DR over time.

Fundus cameras used in DR screening can be conventional desktop cameras (mydriatic and NM), handheld cameras, smartphone-based fundus cameras and ultra-wide field (UWF) fundus cameras.

Mydriatic desktop fundus cameras

The classic conventional fundus cameras use ×2.5 magnification with a 30° field of view (FOV) (Zeiss FF, Carl Zeiss Meditec, Dublin, CA, USA). By taking stereo fundus images of various fields, it is possible to cover a wider region of the retina, including the optic disc, macula, vascular arcades and the region temporal to the macula, and can cover up to 75° FOV. This formed the basis of the ETDRS grading system, where a 13-level DR severity scale was developed [7]. With multiple stereo images, the ophthalmologist or the certified grader has to evaluate each field, and then synthesise to provide an overall DR severity grade for each eye. This limitation can be overcome by combining the images into a montage. However, a montage fundus image may have artefacts or shadowing at the edges. The sensitivity and specificity for the detection of DR by ETDRS fundus photographic grading is superior to direct and indirect ophthalmoscopic examination by ophthalmologists. However, it requires an expensive desktop mydriatic fundus camera, trained certified retinal photographers and graders, and is labour intensive with a longer turnaround time.

Two-field mydriatic digital fundus photography performs well when compared to ophthalmoscopy and seven-field stereo fundus photography [10]. Mydriatic fundus imaging gives a sensitivity of >80% in the detection of any grade of DR but caution has to be applied in the absence of ophthalmic professionals as there have been instances of mydriasis-induced angle closure glaucoma, and hence a sense of fear among physicians to use dilatation eye drops for mydriatic CFP. However, this is a rare complication and patients need to be advised to report to an ophthalmologist immediately if any symptoms occur. This should not deter the use of mydriatic fundus photography for DR screening.

NM desktop fundus cameras

NM fundus cameras (NMFC) have been used for evaluating DR for the last 25 years [18, 19]. In the USA and Europe, regular screening of DR using NMFC is being widely recommended [20, 21]. However, in India, studies have shown that large number of poor-quality ungradable photographs and low sensitivity limit the use of NMFC as a perfect screening system, particularly in Indian eyes with dark iris [22].

Two-field NM fundus photography is a useful tool in DR screening in the primary healthcare settings or for mass screening in camps. In NMFC, the reflective property of the retina is used. Majority of the NMFC have useful features including 45° FOV, autofocus, auto-alignment, user interphase software, task automation, storage of images, printing images and export of images to a database and sharing retinal images through a network or internet connection. There are many NM desktop fundus cameras available in the market. The comparison of a few NMFC is shown in Table 1. For NM imaging, the room has to be minimally illuminated to aid physiological mydriasis. Infrared (IR) light is used in NMFC as it does not stimulate the pupillary contraction and also helps in alignment and focussing. Flash is used for image capture and low flash setting helps to minimise the persistent pupillary contraction.

Table 1 Features of non-mydriatic desktop fundus cameras.

NMFC CFP is useful in DR screening in the primary healthcare setting due to their ease of use, being patient friendly as the wait for dilatation is not required, better patient comfort as no bright flash of light is used, useful in people with shallow anterior chamber or narrow angles for whom dilatation is contraindicated [20]. The cameras can be operated by trained technicians and does not require skilled optometrists.

Several studies have examined the sensitivity and specificity of NM digital imaging [8, 19,20,21,22,23,24]. Retinal photography with NMFC has been found to be more sensitive than direct ophthalmoscopy in the detection of DR [19]. Other studies have shown NM CFP to be at least as efficient as direct ophthalmoscopy at screening for DR [23] and single-field 45° NM monochromatic images highly correlated (κ = 0.97, p = 0.0001) to the gold standard stereoscopic 7-field mydriatic images [24]. Another study that compared single field versus 3-field NM images compared to the 7-field gold standard concluded that 3-field NM retinal images had a sensitivity and specificity of 82% and 92%, respectively [8]. The AAO meta-analysis determined that single-field photography with NMFC can serve as a screening tool for DR to identify people with STDR for referral [21, 24].

NM fundus imaging has emerged as a popular tool for screening DR, but has limitations including a higher technical failure rate resulting from small pupils, especially in people with dark iris and media opacities like cataract in countries like India [22]. A study by Murgatroyd et al. showed that in retinal imaging with NMFC, mydriasis reduced the proportion of ungradable photographs from 26 to 5% [25].

Stereo fundus photography is also possible with NMFC. Hybrid cameras have features of both mydriatic and NMFC [26]. These hybrid instruments use the NM mode to capture CFP and mydriatic mode for people with hazy media and for fluorescein angiography (FFA) and fundus autofluorescence (FAF). The Canon CX-1 Hybrid Digital mydriatic/NM retinal camera, Topcon TRC NW8-F Plus, Zeiss Cirrus Photo are examples of hybrid cameras that, with the push of the myd/non-myd button, can select five photography modes, including colour, red-free, cobalt, FFA and FAF.

Handheld fundus cameras

Handheld digital cameras are portable, require less space, minimum power consumption and less skills and training [27]. The use of handheld retinal cameras for systemic DR screening in various settings and outcomes mainly depend on the image quality [28]. An earlier study done comparing Nidek NM-100 handheld camera showed poor image quality with the handheld camera when compared to Zeiss desktop camera [29]. Now with more technological advances, there are many validated handheld portable NM cameras that are currently available: Zeiss Visuscout 100 (Carl Zeiss, Jena, Germany), Smartscope Pro (Optomed, Oulu, Finland) Volk Pictor Plus (Volk Optical, Mentor, OH, USA), VersaCam TM DS-10 (Nidek, Gamagori, Japan), Horus DEC 200 (MiiS, Hsinchu, Taiwan) and Genesis-D (Kowa, Nagoya, Japan), and are being used for DR screening, some of which are discussed below.

Zeiss Visuscout 100

This handheld imaging system has the ability to capture colour and red-free retinal images in a range of +20 to −20 D with 40° FOV. The camera comprises of nine fixation targets and resolution of the camera is 5 megapixels (MP). Piyasena et al. compared fundus images taken pre and post dilatation with Visuscout 100 and graded by physicians against clinical examination by ophthalmologist using mydriatic bio-microscopy [28]. 43.4% of retinal images were found to be ungradable with Visuscout NM camera, which decreased to 12.8% after pupillary dilatation. Results showed that for referable DR, the sensitivity was 88.7% for grader 1 (positive predictive value [PPV] 59.1%) and 92.5% for grader 2 (PPV 68%), using mydriatic imaging. The Ornate India study SMART India study is an on-going study in India that is using the Visuscout handheld camera for retinal imaging for DR screening in the community in 20 regions in India and is expected to recruit over 10,000 people with diabetes [30]. Figure 2 shows retinal imaging with Visuscout fundus camera.

Fig. 2: Retinal imaging with hand-held fundus camera.
figure 2

A Retinal imaging with Zeiss Visuscout 100 handheld fundus camera. B Retinal image of sight-threatening diabetic retinopathy with post laser status centre involving diabetic macular oedema taken with Visuscout camera.

Optomed Aurora/Smartscope

This handheld digital NMFC has a retinal module and an anterior module with a 50° FOV and a 5-MP resolution [31]. A study was done using Smartscope (the previous version of Optomed) handheld NMFC for screening of STDR compared with Topcon desktop mydriatic camera [32]. It concluded that out of 2475 images, 76.2% of Smartscope NM images, 90.1% of Smartscope mydriatic images and 92.0% of Topcon mydriatic images were gradable. Optomed Aurora has a wireless local area network module, which enables wireless data transfer to a computer.

Volk Pictor Plus

Results of a prospective study done with Pictor Plus handheld NM camera with 40° FOV in individuals with diabetes showed that 86–94% of the retinal images were gradable pre-dilation and 94–97% of the images were gradable post dilatation [33]. The overall sensitivity for STDR was 64–88% and specificity was 71–90% as compared to the dilated fundus examination. The authors concluded that this handheld camera could capture retinal images of sufficient quality to screen for DR with and without dilation [33]. The device also has a dermatoscopic and otoscopic module making it very versatile and useful for clinicians in a multi-speciality setup.

The other handheld portable fundus cameras available are the Bosch camera, which has separate NM and mydriatic modes with 40° FOV, and Signal handheld NM camera by Topcon, a new ultralight weight NMFC that provides a 40–50° FOV with autofocus and manual focus (–20 to +20 D) options. The nine fixation targets offer both central as well as peripheral imaging. Handheld retinal cameras require more eye-hand coordination and alignment [34]. The advantages of handheld cameras are the lower cost and light weight but proper validation studies should be undertaken to assess the image quality before regular use in DR screening programmes [34, 35]. Facilities to refer those with ungradable retinal images should be also available to help in detection of STDR.

Smartphone-based fundus cameras

Fundus imaging utilising the smartphone cameras along with the adaptor and the software has become an alternative mode of retinal imaging. Smartphones can be used with or without adaptors to capture retinal images.

Smartphones can be used like an indirect ophthalmoscope using the camera in the smartphone in video mode, with flashlight on and positioning the 20-D lens in front of the patient’s eye to obtain fundus images. The “Comparison Among Methods of Retinopathy Assessment” Study compared smartphone-based fundus photography with 20-D lens, NM fundus photography and 7-field mydriatic fundus photography for DR detection and grading. Smartphone fundus photography with 20-D lens showed 59% sensitivity and 100% specificity in detecting STDR [36].

Some models of smartphone-based cameras are currently available where fundus images can be taken directly from a smartphone, using a small compact adaptor: Peek Retina (Nesta, London, UK), PanOptic + iExaminer (Welch Allyn, Skaneateles Falls, NY) and D-Eye (D-EYE, Padova, Italy). These compact adaptor-based devices have some drawbacks: imaging with Peek Vision devices is possible after mydriasis, and PanOptic and D-Eye have very limited FOV (25° and 20°, respectively).

D-Eye is an adaptor compatible with both iPhone and android smartphones and is approved by United States Food and Drug Administration (USFDA) and the European Union CE. The D-eye lens uses the camera and the LED light source of the smartphone for NM retinal imaging tool. It has an iOS-based operating system and an app for image storage with a working distance of 1 cm with autofocus between −10 to +5 D with a 5–8° FOV in undilated eye and 20° FOV for dilated eye. Studies done on D-Eye have shown considerable agreement in grading of DR with 81% sensitivity and 98% specificity for detecting clinically significant macular oedema [37]. Optic nerve head (ONH) evaluation using smartphone-based retinal imaging is promising and dilation improves the image quality [38].

The iExaminer is an USFDA-approved adaptor that fits on the Panoptic Ophthalmoscope and aligns the iPhone camera lens with the Panoptic’s viewfinder. The iExaminer can function as a NMFC with a 25° FOV. The restricted FOV is the main disadvantage compared to other adaptors.

Peek Retina has an adaptor clip with a prism to deflect the light from the camera flash. It can be slipped into the camera of the smartphone that autofocuses for retinal imaging, and the Peek app helps in data and retinal image acquisition and storage. ONH images of Peek Retina were comparable to those acquired through desktop retinal camera [39].

There are other validated smartphone-based imaging systems with larger adaptors that are now commercially available like the Remidio Fundus on Phone (FOP) (Remidio Innovative Solutions, Bangalore, India), Volk iNview and Vistaview (Volk Optical, Mentor, OH, USA), Cellscope Retina and Make In India Retinal Camera (MII Retcam).

FOP camera

FOP is a smartphone-based, USFDA-approved validated retinal imaging system. It has various modules available currently including the mydriatic (M), NM and anterior imaging module. Patient data can be entered in the app and retinal imaging can be done in the camera with autofocus of the smartphone. The images can be stored in a folder in the smartphone or in iCloud and can even be sent to an external server for telemedicine. The customised report with fundus images can be printed immediately using a WiFi printer.

FOP-M camera has an annular illumination optical design, which can be used along with smartphones for acquiring and transmitting retinal images. It has a 45° FOV with ±20-D adjustment with ×12 optical magnification [40]. Validation studies of retinal imaging with FOP-M camera for DR screening in comparison with conventional mydriatic desktop fundus camera have shown a high sensitivity and specificity for detection of any grade of DR and STDR [40, 41]. Figure 3 shows fundus imaging with conventional camera and FOP-M camera.

Fig. 3: Comparison of retinal imaging between  conventional fundus camera and smartphone based fundus camera.
figure 3

A Fundus image of branch retinal vein occlusion in conventional desktop camera. B Fundus image of branch retinal vein occlusion in smartphone-based Fundus on Phone (FOP) mydriatic camera.

FOP NM uses an iPhone with IR light for NM fundus imaging. The device has 40° FOV and ×10 magnification with a built-in smartphone app with picture storage, retrieval and cloud sync functions. Advanced options like image montaging, glaucoma screening assist and AI-based image analysis for automated DR screening are available. The device can be used both in tabletop mode with a chinrest, fixed to a slit lamp or used in a handheld mode. Figure 4 shows FOP NM camera being used in the handheld mode for DR screening in a camp. A recent clinic-based study done in 245 participants with diabetes by Prathiba et al. showed that FOP NM cameras had high sensitivity and specificity for DR and STDR detection when compared to gold standard conventional desktop camera [42]. Studies have also shown high sensitivity and specificity of AI-assisted detection of DR and STDR with FOP images [43, 44]. Currently FOP is being used at various Dr Mohan’s Diabetes Specialities Centre diabetes clinics across India for tele-ophthalmology DR screening [13].

Fig. 4: Diabetic retinopathy screening in camps.
figure 4

A Retinal imaging with Fundus on Phone (FOP) non-mydriatic (NM) smartphone-based camera in a DR screening camp. B Retinal image of sight-threatening diabetic retinopathy taken with FOP NM camera.

Volk iNview and Vistaview

The Volk iNview is an ophthalmic camera device, which is able to capture fundus images using an Apple iPhone or iPod with images of 1-MP resolution with a static 50° FOV. It has an inbuilt app where patient data can be entered, and fundus images can be stored in HIPAA-compliant storage and images can be exported to a computer.

Vistaview is a mydriatic smartphone fundus camera that weighs 500 g, with auto and manual focus features, provides a 55° FOV, 3072 × 2122 pixels resolution with special features of voice-activated retinal image capture.

Cellscope Retina

Cellscope Retina is a handheld 3D-printed optical and hardware automated smartphone-based retinal imaging system with inbuilt app capable of capturing high-quality, wide-field images of the retina and weighs only 310 g. The images can be uploaded to a secure server through the app. It provides a 5 image montage with a 100° FOV with 52.3 pixel per retinal degree resolution. Cellscope Retina had a good sensitivity and moderate specificity for referable DR [45].

Make In India Retinal Camera (MII Retcam)

MII Retcam device can image both posterior pole and the peripheral retina. The device has slots for both the smartphone and a 20-D lens as shown in Fig. 5. It works as a fundus camera and provides retinal videos and still images, has an application for patient data, image storage and retrieval. It is portable and can be used as a screening device for DR and retinopathy of prematurity [46].

Fig. 5
figure 5

A MII RetCam. B Retinal image of sight-threatening diabetic retinopathy taken with MII Retcam.

UWF fundus cameras

In the recent years, UWF imaging, allows unprecedented view of the posterior pole. UWF imaging can provide up to 100–200° FOV of the retina allowing simultaneous evaluation of the peripheral and central retina. The UWF fundus camera uses a confocal scanning laser ophthalmoscope (CSLO) with an ellipsoid mirror to view 200° of retina, which is 82% of retina as compared to normal fundus cameras, which view 30–50° of retina. CSLO uses a laser light and forms an image by a detailed scanning of the entire field and then capturing the reflected light through a small confocal pinhole. The advantages include improved image quality, patient comfort, three-dimensional imaging and video capability and effective imaging of patients who do not dilate well. Advent of UWF imaging using newer cameras such as Pomerantzeff camera, Retcam (Clarity Medical Systems, Inc., Pleasanton, CA, USA), ZEISS Clarus 500 (Zeiss, Carl Zeiss Meditech, Inc., Dublin, USA) Optos Optomap/Daytona Plus camera (Optos PLC, Dunfermline, UK) and the Staurenghi lens (Ocular Staurenghi 230 SLO Retina Lens; Ocular Instruments Inc, Bellevue, WA, USA) have made a radical change in the way we view the fundus [47].

Table 2 shows the different features of some UWF retinal cameras. The Optos Optomap is based on a CSLO with two laser frequencies coupled with a parabolic mirror that allows sampling of the 82% of the retinal surface with a single acquisition (200° FOV) without dilation. The CFP in Optos Optomap relies on pseudo-colours, i.e., fake colours derived from the combination of red and green colour lasers while the UWF CFP in Zeiss Clarus uses true colours. Figure 6 shows a UWF fundus image of PDR with fresh pre-retinal haemorrhage in an individual who was allergic to dilating eye drops.

Table 2 Features of some ultra-wide field fundus cameras.
Fig. 6: Wide field retinal imaging in diabetic retinopathy.
figure 6

Ultra-wide field fundus image of post panretinal laser photocoagulation proliferative diabetic retinopathy with fresh pre-retinal haemorrhage taken with Optos Daytona plus camera.

The DR lesions that are detected in the retinal periphery have the potential to change the grading of disease severity and may be of prognostic significance to disease progression. Studies have shown that UWF fundus photography has a high sensitivity (99%) and specificity (100%) in detecting DR [48]. Many DR lesions, intraretinal haemorrhages, microaneurysms, intraretinal microvascular abnormalities and new vessels elsewhere were located predominantly outside the standard seven fields. They were associated with increased risk of progression in 4 years irrespective of severity of DR and HbA1c levels [49]. Studies have shown that peripheral ischemia could be related to the presence and severity of DMO [50]. Silva et al. reported that the use of UWF CFP significantly increased identification of DR and STDR compared to NM fundus photography [50]. The retinal image acquisition time using UWF cameras is significantly shorter compared to ETDRS 7-standard CFP [51]. UWF fundus imaging is slowly getting considered as the gold standard for DR screening in the United States. However, it is an expensive modality for screening DR, especially for consideration in use in LMIC.

Other newer DR imaging screening options

Fundus autofluorescence (FAF)

FAF is a non-invasive retinal imaging, which identifies the autofluorescence of lipofuscin present in the retinal pigment epithelium (RPE). Multiple commercially available imaging systems, including the newer desktop fundus cameras, the CSLO UWF fundus cameras, are available to assess FAF. The FAF mode helps monitor macular waste such as lipofuscin, which assists with detecting AMD, macular dystrophies and DR. In normal individuals the autofluorescence of RPE layer is masked by the lutein pigment at the fovea, whereas in individuals with diabetes with cystoid macular oedema (CMO), they were seen as round or oval areas of autofluorescence at the fovea. FAF has shown 81% sensitivity and 69% specificity when compared with standard FFA in diagnosing CMO [52]. The role of FAF in DR screening remains to be understood.

Multicolour imaging

Reports have shown that multicolour fundus imaging is superior to traditional CFP in detecting and localising foveal cysts, and helps in better delineation of clinical signs of DR [53]. The Heidelberg Spectralis CSLO has a multicolour imaging system that acquires reflectance at three different wavelengths; blue, green and IR, that are superimposed to provide diagnostic information from different layers of the retina [53]. Multicolour imaging is a potential tool for screening DR in addition to CFP, though it is much more expensive [54].

Conclusions

The advances in digital fundus cameras have facilitated rapid acquisition and interpretation of fundus images and the rapid deployment of retinal imaging for DR screening worldwide. Telecommunication technology along with use of portable, easy-to-operate, less expensive validated fundus cameras have made cost-effective DR screening possible, even in remote villages. Effective screening is a desirable method for the early detection and successful treatment for DR, and CFP is currently the main retinal imaging used for screening. Affordability, accessibility and accuracy are essential aspects in mass DR screening programme especially in LMIC. Improvements in retinal imaging and diagnostic accuracy are essential to reduce inappropriate referrals to retina specialists. In the recent years, UWF imaging, allows unprecedented view of the entire retina. Use of sleek devices (smartphone-based fundus cameras/handheld fundus cameras), UWF fundus imaging and AI-based automated diagnosis are likely to become essential aspects of screening worldwide with the increasing prevalence of DR. Automated retinal image analysis platforms appear promising and can potentially reduce the burden on human graders. Advance fundus imaging with CSLO, multicolour imaging and multi-modal imaging could lead to more efficient screening with the possibilities of their routine use in DR screening in the future.