ROGERS, J., delivered the opinion of the court, in which SUHRHEINRICH, J., joined. COLE, J. (pp. 827-30), delivered a separate dissenting opinion.
OPINION
ROGERS, Circuit Judge.
A jury convicted the defendant, Robert Meyer, of postal robbery in violation of 18 U.S.C. § 2114 and of using a firearm during a crime of violence in violation of 18 U.S.C. § 924(c)(1). On appeal, Meyer argues that the district court erred in denying his motion to suppress any in-court identification by the victim, and he challenges the sufficiency of the evidence. We conclude (1) that the in-court identification procedure devised by the district court was not impermissibly suggestive, (2) that, even if the process were impermissibly suggestive, the identification was independently reliable, and (3) that a rational trier of fact could have found the essential elements of the crimes beyond a reasonable doubt. Accordingly, we affirm the judgment of the district court.
BACKGROUND
On February 24, 1997, Jarmel M. Shaw, a postal employee, was robbed at gunpoint. [823]*823Shaw had completed his mail collection route and had returned to the loading dock of the Mansfield (Ohio) Main Post Office. As he moved his last pickup, a basket of first class mail, to the back of the truck, the perpetrator opened the driver’s side door. He pointed a gun in Shaw’s face and demanded, “Give me the cash box, give me the cash box.” Shaw told the offender that .he had already taken the cashbox inside. The offender then directed Shaw to move to the back of the truck and entered the vehicle and surveyed its contents. As the offender searched the truck for the keys, Shaw opened the rear door and ran across the loading dock into the post office. As he ran, Shaw heard a single gun shot, but he was unharmed.
On May 30, 1997, Terry Barrett, the postal inspector investigating the robbery, presented Shaw with a photo lineup. Specifically, Shaw was shown six photographs, five of individuals interviewed in connection with the investigation and one of a postal employee. Meyer was not yet a suspect, and his photograph was not included in the lineup. Shaw did not identify anyone as the perpetrator.
On June 19, 2000, Barrett conducted a second photo lineup. Since the May 1997 lineup, investigators had identified Meyer as a suspect, and, to create a new lineup, Barrett simply replaced the photograph of the postal employee with a photograph of Meyer taken in June 2000. The other five photographs remained the same. Shaw failed to make an identification.
Believing that he had built a strong case against Meyer, Barrett was “perplexed” when Shaw failed to identify Meyer. As Shaw prepared to leave, Barrett, “on a hunch,” displayed a second photograph of Meyer, which had been taken in 1997, for Shaw. (Barrett did not show Shaw any other photographs at this time.) Barrett asked Shaw whether he recognized the man in the photograph, and Shaw immediately identified Meyer as the robber.
On August 10, 2000, Barrett conducted a third photo lineup. The first five photographs in the lineup were the five pictures used in the prior lineups. However, the sixth photograph was the 1997 picture of Meyer, which Barrett had shown individually to Shaw after the June 2000 lineup. Shaw again identified Meyer as the robber.
On February 21, 2001, the Government filed a two-count indictment against Meyer, alleging robbery of a postal employee in violation of 18 U.S.C. § 2114 and using a firearm during a crime of violence in violation of 18 U.S.C. § 924(c)(1). Prior to trial, Meyer moved to suppress any pretrial or in-court identifications of Meyer by Shaw, arguing that the identification procedure used by Barrett was impermissibly suggestive and that this procedure would taint any subsequent in-court idéntification. The district court granted -Meyer’s motion to -suppress all pretrial identifications, but it denied Meyer’s motion to suppress any in-court identification. It stated that it would devise a procedure to minimize the effect of the tainted pretrial identifications.
On March 25, 2002, Meyer’s jury trial began. Prior to Shaw’s testimony, the district court staged a lineup in an effort to minimize the taint of the pretrial identifications. The jurors were removed from the courtroom, and Meyer was placed in the jury box with seven men of similar age and appearance. Shaw identified Meyer, and, during his testimony, he identified Meyer as the robber. Meyer objected to the identification during both the lineup and Shaw’s testimony.
The jury convicted Meyer of both counts. On April 14, 2002, Meyer filed a motion for judgment of acquittal, arguing [824]*824that the Government had not presented sufficient evidence to support a guilty verdict on either count, and a motion for a new trial, arguing that the impermissibly suggestive pretrial identifications tainted Meyer’s in-court identification. On May 3, 2002, the district court denied both motions. It found that the Government had presented sufficient evidence to support the verdict, that the in-court identification procedure was not impermissibly suggestive, and that the in-court identification was independently reliable. On May 20, 2002, Meyer filed a timely notice of appeal.
ANALYSIS
1. Motion to Suppress In-Court Identification
In reviewing a district court’s ruling on a motion to suppress, we apply the clearly erroneous standard to the district court’s factual findings and the de novo standard to its legal conclusions. United States v. Dotson, 49 F.3d 227, 229 (6th Cir.1995). Whether identification evidence was “sufficiently reliable so as not to offend appellant’s rights under the due process clause” is a question of law. Smith v. Perini, 723 F.2d 478, 481 (6th Cir.1983).
A conviction based on identification testimony violates the defendant’s constitutional right to due process whenever the identification procedure is “so impermissibly suggestive as to give rise to a very substantial likelihood of irreparable misidentification.” Thigpen v. Cory, 804 F.2d 893, 895 (6th Cir.1986) (quoting Simmons v. United States, 390 U.S. 377, 384, 88 S.Ct. 967, 19 L.Ed.2d 1247 (1968)). A defendant is denied due process “only when the identification evidence is so unreliable that its introduction renders a trial unfair.” Smith, 723 F.2d at 482 (quoting Summitt v. Bordenkircher, 608 F.2d 247, 253 (6th Cir.1979)). “As long as there is not a substantial likelihood of misidentifi-cation, it is the function of the jury to determine the ultimate weight to be given to the identification.” Id.; see also United States v. Hill, 967 F.2d 226
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ROGERS, J., delivered the opinion of the court, in which SUHRHEINRICH, J., joined. COLE, J. (pp. 827-30), delivered a separate dissenting opinion.
OPINION
ROGERS, Circuit Judge.
A jury convicted the defendant, Robert Meyer, of postal robbery in violation of 18 U.S.C. § 2114 and of using a firearm during a crime of violence in violation of 18 U.S.C. § 924(c)(1). On appeal, Meyer argues that the district court erred in denying his motion to suppress any in-court identification by the victim, and he challenges the sufficiency of the evidence. We conclude (1) that the in-court identification procedure devised by the district court was not impermissibly suggestive, (2) that, even if the process were impermissibly suggestive, the identification was independently reliable, and (3) that a rational trier of fact could have found the essential elements of the crimes beyond a reasonable doubt. Accordingly, we affirm the judgment of the district court.
BACKGROUND
On February 24, 1997, Jarmel M. Shaw, a postal employee, was robbed at gunpoint. [823]*823Shaw had completed his mail collection route and had returned to the loading dock of the Mansfield (Ohio) Main Post Office. As he moved his last pickup, a basket of first class mail, to the back of the truck, the perpetrator opened the driver’s side door. He pointed a gun in Shaw’s face and demanded, “Give me the cash box, give me the cash box.” Shaw told the offender that .he had already taken the cashbox inside. The offender then directed Shaw to move to the back of the truck and entered the vehicle and surveyed its contents. As the offender searched the truck for the keys, Shaw opened the rear door and ran across the loading dock into the post office. As he ran, Shaw heard a single gun shot, but he was unharmed.
On May 30, 1997, Terry Barrett, the postal inspector investigating the robbery, presented Shaw with a photo lineup. Specifically, Shaw was shown six photographs, five of individuals interviewed in connection with the investigation and one of a postal employee. Meyer was not yet a suspect, and his photograph was not included in the lineup. Shaw did not identify anyone as the perpetrator.
On June 19, 2000, Barrett conducted a second photo lineup. Since the May 1997 lineup, investigators had identified Meyer as a suspect, and, to create a new lineup, Barrett simply replaced the photograph of the postal employee with a photograph of Meyer taken in June 2000. The other five photographs remained the same. Shaw failed to make an identification.
Believing that he had built a strong case against Meyer, Barrett was “perplexed” when Shaw failed to identify Meyer. As Shaw prepared to leave, Barrett, “on a hunch,” displayed a second photograph of Meyer, which had been taken in 1997, for Shaw. (Barrett did not show Shaw any other photographs at this time.) Barrett asked Shaw whether he recognized the man in the photograph, and Shaw immediately identified Meyer as the robber.
On August 10, 2000, Barrett conducted a third photo lineup. The first five photographs in the lineup were the five pictures used in the prior lineups. However, the sixth photograph was the 1997 picture of Meyer, which Barrett had shown individually to Shaw after the June 2000 lineup. Shaw again identified Meyer as the robber.
On February 21, 2001, the Government filed a two-count indictment against Meyer, alleging robbery of a postal employee in violation of 18 U.S.C. § 2114 and using a firearm during a crime of violence in violation of 18 U.S.C. § 924(c)(1). Prior to trial, Meyer moved to suppress any pretrial or in-court identifications of Meyer by Shaw, arguing that the identification procedure used by Barrett was impermissibly suggestive and that this procedure would taint any subsequent in-court idéntification. The district court granted -Meyer’s motion to -suppress all pretrial identifications, but it denied Meyer’s motion to suppress any in-court identification. It stated that it would devise a procedure to minimize the effect of the tainted pretrial identifications.
On March 25, 2002, Meyer’s jury trial began. Prior to Shaw’s testimony, the district court staged a lineup in an effort to minimize the taint of the pretrial identifications. The jurors were removed from the courtroom, and Meyer was placed in the jury box with seven men of similar age and appearance. Shaw identified Meyer, and, during his testimony, he identified Meyer as the robber. Meyer objected to the identification during both the lineup and Shaw’s testimony.
The jury convicted Meyer of both counts. On April 14, 2002, Meyer filed a motion for judgment of acquittal, arguing [824]*824that the Government had not presented sufficient evidence to support a guilty verdict on either count, and a motion for a new trial, arguing that the impermissibly suggestive pretrial identifications tainted Meyer’s in-court identification. On May 3, 2002, the district court denied both motions. It found that the Government had presented sufficient evidence to support the verdict, that the in-court identification procedure was not impermissibly suggestive, and that the in-court identification was independently reliable. On May 20, 2002, Meyer filed a timely notice of appeal.
ANALYSIS
1. Motion to Suppress In-Court Identification
In reviewing a district court’s ruling on a motion to suppress, we apply the clearly erroneous standard to the district court’s factual findings and the de novo standard to its legal conclusions. United States v. Dotson, 49 F.3d 227, 229 (6th Cir.1995). Whether identification evidence was “sufficiently reliable so as not to offend appellant’s rights under the due process clause” is a question of law. Smith v. Perini, 723 F.2d 478, 481 (6th Cir.1983).
A conviction based on identification testimony violates the defendant’s constitutional right to due process whenever the identification procedure is “so impermissibly suggestive as to give rise to a very substantial likelihood of irreparable misidentification.” Thigpen v. Cory, 804 F.2d 893, 895 (6th Cir.1986) (quoting Simmons v. United States, 390 U.S. 377, 384, 88 S.Ct. 967, 19 L.Ed.2d 1247 (1968)). A defendant is denied due process “only when the identification evidence is so unreliable that its introduction renders a trial unfair.” Smith, 723 F.2d at 482 (quoting Summitt v. Bordenkircher, 608 F.2d 247, 253 (6th Cir.1979)). “As long as there is not a substantial likelihood of misidentifi-cation, it is the function of the jury to determine the ultimate weight to be given to the identification.” Id.; see also United States v. Hill, 967 F.2d 226, 230 (6th Cir.1992).
This court has prescribed a two-step analysis for determining the admissibility of identification evidence. Ledbetter v. Edwards, 35 F.3d 1062, 1071-72 (6th Cir.1994); Hill, 967 F.2d at 230. First, the defendant bears the burden of proving that the identification procedure was impermissibly suggestive. Id. Second, if the defendant meets this burden, the court evaluates the totality of the circumstances to determine whether the identification was nevertheless reliable. Id. The following factors guide the court’s reliability analysis: (1) the witness’s opportunity to view the criminal at the time of the crime; (2) the witness’s degree of attention at the time of the crime; (3) the accuracy of the witness’s prior description of the defendant; (4) the witnesses’s level of certainty when identifying the defendant at the confrontation; and (5) the length of time between the crime and the confrontation. Neil v. Biggers, 409 U.S. 188, 199-200, 93 S.Ct. 375, 34 L.Ed.2d 401 (1972); Ledbetter, 35 F.3d at 1071 (applying the Biggers factors); Hill, 967 F.2d at 230 (same). If the defendant fails to show that the procedure was impermissibly suggestive, or if the totality of the circumstances indicates that the identification was otherwise reliable, admission of the identification testimony does not violate the defendant’s right to due process.
Meyer contends that the district court erred in permitting Shaw’s in-court identification. He argues that the pretrial identifications in June 2000 and August 2000, which the district court deemed impermissibly suggestive, tainted Shaw’s in-[825]*825court identification. In fact, he charges that Postal Inspector Barrett’s suggestive behavior — the display of the single photograph — was so flagrant that 'it rendered Shaw incapable of making an independent identification. No procedure devised by the district court, he maintains, could have eliminated the taint of Inspector Barrett’s misconduct.
Meyer also contends that, under the Biggers analysis, Shaw’s identification was not independently reliable. First, he insists that Shaw had limited opportunity to view the perpetrator, as, although the encounter lasted two to four minutes, Shaw was able to view the perpetrator’s face for only “some fraction” of this time. Second, he questions Shaw’s degree of attention, asserting that Shaw was distracted by his concern for his safety. Third, he brands Shaw’s prior description inaccurate, noting that, in his initial statement to investigators, Shaw described the perpetrator as a man in his twenties or thirties and did not mention gray hair or facial hair. (At the time of the incident, Meyer was in his early forties and, apparently, had gray hair and a mustache.) Fourth, he discounts the high degree of certainty evinced by Shaw at confrontation, dismissing it as a product of the earlier suggestive procedures. Fifth, he claims that the length of time between the crime and the in-court identification — more than five years— weighs strongly against a finding of reliability.
We conclude that the district court did not err in permitting the in-court identification. First, we agree with its conclusion that the in-court identification procedure was not impermissibly suggestive. Meyer does not argue that the procedure used at the in-court lineup on March 25, 2002, was itself suggestive; instead, he contends that Inspector Barrett’s display of the single photograph of Meyer at the June 19, 2000 photo lineup was so suggestive that it rendered Shaw forever incapable of making an independent identification of the perpetrator. However, as the district court properly concluded, the facts indicate that Shaw’s in-court identification of Meyer stemmed from his recollection of the incident rather than any recollection of the photograph shown to him by Inspector Barrett. Approximately a year, and a half elapsed between the last photo lineup and Shaw’s in-court identification of Meyer. Meyer’s appearance at the time of the in-court lineup differed noticeably from his appearance in the photograph, and the in-court lineup was comprised of Meyer and seven men of similar age and appearance. In short, the identification process devised by the district court ensured that Shaw’s in-court identification of Meyer was not tainted by Inspector Barrett’s earlier display of the photograph.
Second, we agree with the district court’s conclusion that, even if the procedure were impermissibly suggestive, the in-court identification was independently rehable. The first, second, and fourth of the Biggers factors weigh heavily in favor of reliability. Regarding the first factor, during the incident, which lasted between two and four minutes, Shaw observed the perpetrator at close range. The perpetrator opened the driver’s side door of Shaw’s postal truck, placed a gun “in [his] face,” and demanded, “Give me the cash box.” A conversation ensued, as Shaw denied having a cash box, the perpetrator directed him to the back of the truck, and the perpetrator demanded the keys to the truck. Shaw “continue[d] to look at [the perpetrator] to determine if there would be an opportunity ... to get away” before escaping through the back of the truck. That Shaw could not see the perpetrator’s face for some fraction of the incident hardly undermines the conclusion that, for Big-[826]*826gers purposes, Shaw had an excellent opportunity to view the perpetrator.
The second and fourth Biggers factors also dictate a finding of reliability. Regarding the second factor, Shaw testified that he focused his attention on the perpetrator throughout the incident, first conducting a dialogue with the perpetrator and then studying him as he looked for an opportunity to escape. Contrary to Meyer’s assertion, Shaw’s concern for his safety did not distract his attention; if anything, it heightened his degree of -attention as Shaw watched the perpetrator for an opportunity to escape. Finally, regarding the fourth factor, Shaw identified Meyer quickly and confidently during the in-court lineup, and, as discussed supra, Shaw’s assurance did not appear to stem .from his recollection of the photographs used in the impermissibly suggestive lineups.
As the district court concluded, the third and fifth Biggers factors cut in Meyer’s favor. Regarding the third factor, the district court identified some minor discrepancies between Shaw’s initial description of the perpetrator and Meyer’s actual appearance. For example, Shaw placed the perpetrator’s age at twenties to thirties, whereas Meyer was in his early forties at the time of the incident. Regarding the fifth factor, Shaw made his in-court identification more than five years after the crime. However, given the weight of the other factors, the district court properly concluded that, under the totality of the circumstances, Shaw’s identification was independently reliable.
2. Sufficiency of the Evidence
The district court also properly denied Meyer’s motion for judgment of acquittal. We review de novo a district court’s denial of such a motion. United States v. Humphrey, 279 F.3d 372, 378 (6th Cir.2002). We must determine “whether, after reviewing the evidence in the light most favorable to the prosecution, any rational trier of fact could have found the essential elements of the crime beyond a reasonable doubt.” Id. (citing Jackson v. Virginia, 443 U.S. 307, 319, 99 S.Ct. 2781, 61 L.Ed.2d 560 (1979) (emphasis in original)). We do not “weigh the evidence, consider the credibility of witnesses or substitute our judgment for that of the jury.” United States v. Hilliard, 11 F.3d 618, 620 (6th Cir.1993) (citing United States v. Evans, 883 F.2d 496, 501 (6th Cir.1989)). “Circumstantial evidence alone is sufficient to sustain a conviction and such evidence need not ‘remove every reasonable hypothesis except that of guilt.’ ” United States v. Ellzey, 874 F.2d 324, 328 (6th Cir.1989) (quoting United States v. Stone, 748 F.2d 361, 363 (6th Cir.1984)).
Meyer argues that the Government did not present sufficient evidence for the jury to find, beyond a reasonable doubt, that he — rather than someone else — robbed Shaw. He notes that the Government did not present any physical evidence — e.g., finger prints or bullet fragments — connecting him to the crimes. He observes that, although press releases issued by the United States Postal Service at the time of the crimes reported that a padlock had been taken, Postal Inspector Barrett had no knowledge of the missing padlock, which was never found. Finally, he stresses that a witness informed Barrett that Patrick Hicks, an acquaintance of Meyer, had admitted to the crimes.1
[827]*827We are unpersuaded by Meyer’s dissection of the Government’s case. The Government was not obligated to proffer physical evidence, and it presented substantial evidence connecting Meyer to the crimes. For example, as discussed supra, Shaw identified Meyer as the perpetrator. Sherri Dawn Goodwin, Meyer’s former girlfriend, testified (1) that she lent Meyer her red Jeep Cherokee, which had West Virginia plates, on the day of the crimes (Shaw testified that he had observed a red Jeep Cherokee with out-of-state plates in the vicinity of the robbery), (2) that Meyer returned with blood on his clothes and glass in his face (the window of Shaw’s postal truck had been shattered), and (3) that later in the evening Meyer told her that he had robbed a postal truck and that his gun accidently went off during the robbery. Sandra Waddell, a roommate of Meyer at the time, testified that Meyer was bleeding and excited on the night of the robbery, and told others at the residence to “cool it” when they began discussing news reports of the crimes. Jack Osborne, an acquaintance of Meyer, testified that, on the night of the robbery, Meyer told him that he had shot a black man.2
In sum, viewing the evidence in the light most favorable to the prosecution, Jackson, 443 U.S. at 319, 99 S.Ct. 2781, we conclude that a rational trier of fact could have found the essential elements of the crimes — including Meyer’s identity as the perpetrator — beyond a reasonable doubt.
CONCLUSION
For the reasons stated above, we AFFIRM the judgment of the district court.