Tuesday, February 2, 2021

Automated Facial Recognition System of India and its Implications

This article is by

Share this article

Article Contributor(s)

Vaishnavi Krishna Mohan

Article Title

Automated Facial Recognition System of India and its Implications

Publisher

Global Views 360

Publication Date

February 2, 2021

URL

CCTV in operation

CCTV in operation | Source: Rich Smith via Unsplash

On 28th of June 2019, the National Crime Records Bureau (NCRB) opened bids and invited Turnkey Solution providers to implement a centralized Automated Facial Recognition System, or AFRS, in India. As the name suggests, AFRS is a facial recognition system which was proposed by the Indian Ministry of Home Affairs, geared towards modernizing the police force and to identify and track criminals using Facial Recognition Technology, or FRT.

The aforementioned technology uses databases of photos collected from criminal records, CCTV cameras, newspapers and media, driver’s license and government identities to collect facial data of people. FRT then identifies the people and uses their biometrics to map facial features and geometry of the face. The software then creates a “facial signature” based on the information collected. A mathematical formula is associated with each facial signature and it is subsequently compared to a database of known faces.

This article explores the implications of implementing Automated Facial Recognition technology in India.

Facial recognition software has become widely popular in the past decade. Several countries have been trying to establish efficient Facial Recognition systems for tackling crime and assembling an efficient criminal tracking system. Although there are a few potential benefits of using the technology, those benefits seem to be insignificant when compared to the several concerns about privacy and safety of people that the technology poses.

Images of every person captured by CCTV cameras and other sources will be regarded as images of potential criminals and will be matched against the Crime and Criminal Tracking Networks and Systems database (CCTNS) by the FRT. This implies that all of us will be treated as potential criminals when we walk past a CCTV camera. As a consequence, the assumption of “innocent until proven guilty” will be turned on its head.

You wouldn’t be surprised to know that China has installed the largest centralized FRT system in the world. In China, data can be collected and analyzed from over 200 million CCTVs that the country owns. Additionally, there are 20 million specialized facial recognition cameras which continuously collect data for analysis. These systems are currently used by China to track and manipulate the behavior of ethnic Uyghur minorities in the camps set up in Xinjiang region. FRT was also used by China during democracy protests of Hong Kong to profile protestors to identify them. These steps raised concerns worldwide about putting an end to a person’s freedom of expression, right to privacy and basic dignity.

It is very likely that the same consequences will be faced by Indians if AFRS is established across the country.

There are several underlying concerns about implementing AFRS.

Firstly, this system has proven to be inefficient in several instances. In August 2018, Delhi police used a facial recognition system which was reported to have an accuracy rate of 2%. The FRT software used by the UK's Metropolitan Police returned more than a staggering 98% of false positives. Another instance was when American Civil Liberties Union (ACLU) used Amazon’s face recognition software known as “Rekognition” to compare the images of the legislative members of American Congress with a database of criminal mugshots. To Amazon’s embarrassment, the results included 28 incorrect matches.. Another significant evidence of inefficiency was the outcome of an experiment performed by McAfee.  Here is what they did. The researchers used an algorithm known as CycleGAN which is used for image translation. CycleGAN is a software expert at morphing photographs. One can use the software to change horses into zebras and paintings into photographs. McAfee used the software to misdirect the Facial recognition algorithm. The team used 1500 photos of two members and fed them into CycleGAN which morphed them into one another and kept feeding the resulting images into different facial recognition algorithms to check who it recognized. After generating hundreds of such images, CycleGAN eventually generated a fake image which looked like person ‘A’ to the naked eye but managed to trick the FRT into thinking that it was person ‘B’. Owing to the dissatisfactory results, researchers expressed their concern about the inefficiency of FRTs. In fact mere eye-makeup can fool the FRT into allowing a person on a no-flight list to board the flight. This trend of inefficiency in the technology was noticed worldwide.

Secondly, facial recognition systems use machine learning technology. It is concerning and uncomfortable to note that FRT has often reflected the biases deployed in the society. Consequently, leading to several facial mismatches. A study by MIT shows that FRT routinely misidentifies people of color, women and young people. While the error rate was 8.1% for men, it was 20.6% for women. The error for women of color was 34%. The error values in the “supervised study” in a laboratory setting for a sample population is itself simply unacceptable. In the abovementioned American Civil Liberties Union study, the false matches were disproportionately African American and people of color. In India, 55% of prisoners undertrial are either Dalits, Adivasis, or Muslims although the combined population of all three just amounts to 39% of the total population (2011 census). If AFRS is trained on these records, it would definitely deploy the same socially held prejudices against the minority communities. Therefore, displaying inaccurate matches. The tender issued by the Ministry of Home Affairs had no indication of eliminating these biases nor did it have any mention of human-verifiable results. Using a system embedded with societal bias to replace biased human judgement defeats claims of technological neutrality. Deploying FRT systems in law enforcement will be ineffective at best and disastrous at worst.

Thirdly, the concerns of invasion of privacy and mass surveillance hasn’t been addressed satisfactorily. Facial Recognition makes data protection almost impossible as publicly available information is collected but they are analyzed to a point of intimacy. India does not have a well established data protection law given that “Personal data Protection Bill” is yet to be enforced. Implementing AFRS in the absence of a safeguard is a potential threat to our personal data. Moreover, police and other law enforcement agencies will have a great degree of discretion over our data which can lead to a mission creep. To add on to the list of privacy concerns, the bidder of AFRS will be largely responsible for maintaining confidentiality and integrity of data which will be stored apart from the established ISO standard. Additionally, the tender has no preference to “Make in India'' and shows absolutely no objections to foreign bidders and even to those having their headquarters in China, the hub of data breach .The is no governing system or legal limitations and restrictions to the technology. There is no legal standard set to ensure proportional use and protection to those who non-consensually interact with the system. Furthermore, the tender does not mention the definition of a “criminal”. Is a person considered a criminal when a charge sheet is filed against them? Or is it when the person is arrested? Or is it an individual convicted by the Court? Or is it any person who is a suspect? Since the word “criminal” isn’t definitely defined in the tender, the law enforcement agencies will ultimately be able to track a larger number of people than required.

The notion that AFRS will lead to greater efficacy must be critically questioned. San Francisco imposed a total ban on police use of facial recognition in May, 2019. Police departments in London are pressurized to put a stop to the use of FRT after several instances of discrimination and inefficiency. It would do well to India to learn from the mistakes of other countries rather than committing the same.

Support us to bring the world closer

To keep our content accessible we don't charge anything from our readers and rely on donations to continue working. Your support is critical in keeping Global Views 360 independent and helps us to present a well-rounded world view on different international issues for you. Every contribution, however big or small, is valuable for us to keep on delivering in future as well.

Support Us

Share this article

Read More

July 15, 2023 10:28 AM

Locating India’s Mandi System in Historical and Contemporary Contexts

Since August 2020, the farmers of India are protesting against three new Agriculture bills (now acts) passed by the Parliament—one of the reasons stated is the potential of the new legislation affecting the Agricultural Produce Market Committee (APMC)’s Mandi system. APMC regulates and manages the agricultural market.

The farmers have covered some major highways around Delhi and have set up camps as well. They demand that the Mandi System should remain the same and want the new legislations to be unconditionally taken back.

Per contra the government claims the bills are good for farmers, Amit Shah, the Union Home Minister of India said about the farm bills “They will liberate them from the clutches of middlemen, and the Modi govt. is committed to keeping its promise of doubling farm income.”

The middleman here is perhaps the arhathiyas who facilitate and manage all kinds of procurement related transactions in the mandis between the seller (farmer) and the buyer (government or private traders) of the APMC Mandi. Arhathiyas thrive due to the current APMC Mandi system, therefore, in order to understand the current discourse on the farm bills, it is crucial to understand how the APMC Mandi system works and locate it in a broader historical as well as contemporary context, which is what this article attempts to do.

The History of APMC: From Royal Commission of 1928 to Implementation Post-Independence

Although, the institution of wholesale Mandis—as described by Harsh Damodaran in his The Indian Express column—is “since time immemorial,” the implementation of exclusively government controlled Mandis is a newer practice. The idea is grounded in the 1928 royal commission report on agriculture that mentioned the following on the need of a regulated market:

“The establishment of properly regulated markets should act as a powerful agent in bringing about a reform which is and much needed, primarily in the interests of the cultivator and secondarily, in that of all engaged in trade and commerce in India. From all parts of India, we received evidence of the disabilities under which the cultivator labours owing to the chaotic condition in which matters stand in respect of the weights and measures in general use in this country and of the hampering effect this has upon trade and commerce generally. Needless complications and unevenness in practice as between market and market tend to prejudice the interests of the cultivator.”

One of the first implementations of the government regulated agricultural markets—now known as APMC—is credited to Sir Chhotu Ram, a farmer leader and the then Development Minister in the provisional government of Punjab. The Punjab Agricultural Produce Markets Act, which sets up APMC in Punjab was initiated by him in 1939.

In the 1960’s, when India was a newly independent country, many of its citizens were starving due to food shortage. Adding on to the already existing hunger—droughts made the situation even worse. To fix this problem, the government started the Green Revolution, in which it tried to modernize the Indian agriculture. The Government took the help of advisors from the United States and introduced several reforms in agriculture. India had a food surplus during the Green revolution. The Indian Government decided to go back to the 1928 report and developed a nationwide food marketing system to ensure fair prices. The system differs from state to state. Farmers take their produce to wholesale markets called APMC Mandis to sell their produce to traders through open auctions with transparent pricing.

In the APMC Mandis—to protect farmer’s interests—the government fixes Minimum Support Prices (MSP)—a price floor—for some crops and makes arrangements from their purchase under the state account whenever prices fall below the support level.

The idea of MSP as well was implemented during the same period. Whereas its implementation is credited to the then-finance minister C Subramaniam, the idea is the brainchild of Dr Frank W Parker.

APMC System: Inefficiencies and Reforms

APMC system as well has got its own set of problems. The “golden period” for APMC markets lasted till around 1991. With time, there was a loss in growth in market facilities and by 2006, it had declined to less than one-fourth of the growth in crop output after which there was no further growth. This increased the problems of Indian farmers as market facilities did not keep pace with the increase in output and regulation did not allow farmers to sell outside APMC market.

The farmers were left with no choice but to seek the help of middlemen. Due to poor market infrastructure, more produce is sold outside markets than in APMC mandis. The net result was a system of interlocked transactions that robs farmers of their choice to decide to whom and where to sell, subjecting them to exploitation by middlemen.

Over time, APMC markets have been turned from infrastructure services to a source of revenue generation for the middlemen.

Furthermore, the market committee has excessive powers to give licences to the traders. A lot of licencing led to a 'licence Raj' kind of situation. The licensed commission agents started forming cartels, to collectively decide the prices at which they would or would not buy the produce from the farmers, so that the farmers aren’t left with any options—leading to creation of what supporters of the farm bill today call “mandi mafia.”

In the year 2003, the government brought some reforms allowing for better liberalization in the Model APMC Act, Indian Economic Service’s online Encyclopedia, Arthapedia, describes the reforms as:

“An efficient agricultural marketing is essential for the development of the agriculture sector as it provides outlets and incentives for increased production and contribute to the commercialization of subsistence farmers. Worldwide Governments have recognized the importance of liberalized agriculture markets. Keeping, this in view, Ministry of Agriculture formulated a model law on agricultural marketing - State Agricultural Produce Marketing (Development and Regulation) Act, 2003 and requested the state governments to suitably amend their respective APMC Acts for deregulation of the marketing system in India, to promote investment in marketing infrastructure, thereby motivating the corporate sector to undertake direct marketing and to facilitate a national  market.

The Model APMC Act, 2003 provided for the freedom of farmers to sell their produce. The farmers could sell their produce directly to the contract-sponsors or in the market set up by private individuals, consumers or producers. The Model Act also increases the competitiveness of the market of agricultural produce by allowing common registration of market intermediaries.”

The Model APMC Acts were implemented by some states, but not all.

When APMC was repealed: A look at Bihar

States like Punjab and Haryana, which have the richest farmers in the country, have the regulations play an important role in the industry. But Bihar, where markets were eliminated in 2006, has the poorest farmers in India. This clearly shows the failure of the removal of this system.

Before the abolition of the APMC Mandis, Bihar had 95 market yards, of which 54 had infrastructure such as covered yards, godowns and administrative buildings, weighbridges, and processing as well as grading units. In 2004-05, the state agricultural board earned 60 crore INR through taxes and spent 52 crore INR, of which 31% was on developing infrastructure. With no revenue to maintain it, that infrastructure is now in a dilapidated condition.

In a 2019 study by the National Council for Applied Economic Research, it was reported that in Bihar, there was an increase in the volatility of grain prices after 2006, which negatively affected the crop choices and decisions of farmers to adopt improved cultivation practices. It concluded, “Farmers are left to the mercy of traders who unscrupulously fix a lower price for agricultural produce that they buy from [them]. Inadequate market facilities and institutional arrangements are responsible for low price realisation and instability in prices.” Farmers who were in immediate need for money had to sell their produce at the price that was forced upon them by the private traders. Also, there were reportedly high storage costs at private warehouses.

A farmer from east Champaran, Somnath Singh, told Down To Earth, “Earlier we would get a good price for our produce but the situation has deteriorated after the abolishment of the APMC Act. The PACS simply refuse to buy our produce citing moisture; even if they procure them, they take months to pay the dues.”

APMC and Farm Act

Farmers marching to Delhi | Source: Randeep Maddoke via Wikimedia

Coming back to where we started—the farmers protests—right now, the farmers are sitting in the cold on the highways of Delhi, living in tents. They are being provided food by the langars in Gurudwaras and have received support from them. Several farmers in fact died since September—some in the protests; and others due to accidents, illness, or cold weather conditions.

One of the central demands as mentioned earlier is to let the APMC Mandi system stay as it was. Yet, one of the three Farm acts—Farmers' Produce Trade and Commerce (Promotion and Facilitation) Act, creates free, unregulated trade spaces outside the markets. The act is actually creating two parallel markets, one being the regular mandis and the other, with free, unregulated trade.

According to data by NSSO, around 6% farmers get MSP (can be even more), who mostly sell their produce in state-government regulated mandis and 94% farmers sell outside mandis. Therefore, already the majority is selling outside the markets. Moreover, in the new act, there will be no tax outside APMC pushing more farmers to leave the mandis and opt for the trade markets, eventually leading to the collapse of the Mandi system.

However, we must remember, the markets outside APMC do not provide MSP—they work on the principles of supply and demand—therefore in case the prices fall to an extent making selling the produce loss making—there will be no safeguards—potentially leaving richer traders farmers to exploit economically vulnerable farmers.

Furthermore, the tax in the APMC Mandis is collected by the state government, if this system collapses, the states won’t be receiving any taxes from the sale of agricultural produce. Moreover, agriculture currently is in the state list, however, the new act gives the center the power to regulate the agriculture across India, making the federal structure of the country in question.

Talking about the arhtiyas (or the middlemen) who are projected as the adversaries of farmers by the government and the supporters of the Act, we have to remember that’s just one side of the story. As Chaba and Damodaran explain in their column on The Indian Express:

“The arhtiya isn’t a trader holding title to the grain bought from a farmer. He merely facilitates the transaction between a farmer and actual buyer, who may be a private trader, a processor, an exporter, or a government agency like the Food Corporation of India (FCI). That makes him more akin to a broker.

The arhtiya, however, also finances the farmer. That, plus his income from commission being dependent on the quantity and value of produce routed through him, aligns the arhtiya’s interests much more with those of the farmer.”

Therefore it is safe to conclude that the Farmers' Produce Trade and Commerce (Promotion and Facilitation) Act will create more problems than to solve them.

Read More