# Multi-view Crowd Counting on CityStreet (test)

Source: [Multi-view Crowd Counting on CityStreet (test)](<https://www.sota2.com/research/sota/multi-view-crowd-counting-on-citystreet-test>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:49:12.133Z

Evaluation of Multi-view Crowd Counting performance on the test split of the CityStreet dataset, reporting metrics including MAE, MSE, and NAE.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Multi-view Crowd Counting |
| Dataset (including any stated split) | CityStreet (test) |
| Metric | MAE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 27 of 27 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [MAE](<https://www.sota2.com/research/sota/multi-view-crowd-counting-on-citystreet-test.md?metric=MAE>): Lower is better; unit: SCALAR.

- [G(0) Error](<https://www.sota2.com/research/sota/multi-view-crowd-counting-on-citystreet-test.md?metric=G(0)%20Error>): Lower is better; unit: SCALAR.

- [G(1) Error](<https://www.sota2.com/research/sota/multi-view-crowd-counting-on-citystreet-test.md?metric=G(1)%20Error>): Lower is better; unit: SCALAR.

- [G(2) Error](<https://www.sota2.com/research/sota/multi-view-crowd-counting-on-citystreet-test.md?metric=G(2)%20Error>): Lower is better; unit: SCALAR.

- [MSE](<https://www.sota2.com/research/sota/multi-view-crowd-counting-on-citystreet-test.md?metric=MSE>): Lower is better; unit: SCALAR.

- [NAE](<https://www.sota2.com/research/sota/multi-view-crowd-counting-on-citystreet-test.md?metric=NAE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | MAE | Result date | Report paper |
| --- | --- | --- | --- |
| MVUR | 5.82 | Not recorded | 6944dbec423ea4226572997d |
| MVUR | 6.51 | Not recorded | 6944dbec423ea4226572997d |
| DACount | 6.95 | Not recorded | 6944dbec423ea4226572997d |
| PatchRanking | 7.12 | Not recorded | 6944dbec423ea4226572997d |
| MVPR | 7.28 | Not recorded | 6944dbec423ea4226572997d |
| IRAST | 7.3 | Not recorded | 6944dbec423ea4226572997d |
| IRAST | 7.36 | Not recorded | 6944dbec423ea4226572997d |
| PatchRanking | 7.44 | Not recorded | 6944dbec423ea4226572997d |
| MVPR | 7.47 | Not recorded | 6944dbec423ea4226572997d |
| Baseline2 | 7.71 | Not recorded | 6944dbec423ea4226572997d |
| DACount | 7.78 | Not recorded | 6944dbec423ea4226572997d |
| MVUR | 7.79 | Not recorded | 6944dbec423ea4226572997d |
| MVPR | 7.99 | Not recorded | 6944dbec423ea4226572997d |
| IRAST | 8 | Not recorded | 6944dbec423ea4226572997d |
| PatchRanking | 8.04 | Not recorded | 6944dbec423ea4226572997d |
| DACount | 8.19 | Not recorded | 6944dbec423ea4226572997d |
| Baseline1 | 8.23 | Not recorded | 6944dbec423ea4226572997d |
| CountFormer | 8.41 | Not recorded | 6944dbec423ea4226572997d |
| Baseline2 | 8.45 | Not recorded | 6944dbec423ea4226572997d |
| Baseline2 | 8.84 | Not recorded | 6944dbec423ea4226572997d |
| Baseline1 | 9.34 | Not recorded | 6944dbec423ea4226572997d |
| CountFormer | 9.45 | Not recorded | 6944dbec423ea4226572997d |
| P2R | 10.08 | Not recorded | 6944dbec423ea4226572997d |
| CountFormer | 10.19 | Not recorded | 6944dbec423ea4226572997d |
| Baseline1 | 10.41 | Not recorded | 6944dbec423ea4226572997d |
| P2R | 10.79 | Not recorded | 6944dbec423ea4226572997d |
| P2R | 12.36 | Not recorded | 6944dbec423ea4226572997d |

### MVUR

MAE: 5.82. Result ID: 699832405698665ec48d9d0f.

[Reporting paper](<https://www.sota2.com/research/paper/6944dbec423ea4226572997d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6944dbec423ea4226572997d.md>)

Recorded evaluation configuration: {"Rate":"20%"}. This record does not assert independent reproduction.

### MVUR

MAE: 6.51. Result ID: 699832405698665ec48d9d0e.

[Reporting paper](<https://www.sota2.com/research/paper/6944dbec423ea4226572997d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6944dbec423ea4226572997d.md>)

Recorded evaluation configuration: {"Rate":"10%"}. This record does not assert independent reproduction.

### DACount

MAE: 6.95. Result ID: 699832405698665ec48d9cfd.

[Reporting paper](<https://www.sota2.com/research/paper/6944dbec423ea4226572997d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d661e209131cea397e8.md>)

Recorded evaluation configuration: {"Rate":"20%"}. This record does not assert independent reproduction.

### PatchRanking

MAE: 7.12. Result ID: 699832405698665ec48d9cf7.

[Reporting paper](<https://www.sota2.com/research/paper/6944dbec423ea4226572997d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64291e209131cea03023.md>)

[Implementation](<https://github.com/xialeiliu/CrowdCountingCVPR18>)

Recorded evaluation configuration: {"Rate":"20%"}. This record does not assert independent reproduction.

### MVPR

MAE: 7.28. Result ID: 699832405698665ec48d9d0c.

[Reporting paper](<https://www.sota2.com/research/paper/6944dbec423ea4226572997d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6944dbec423ea4226572997d.md>)

Recorded evaluation configuration: {"Rate":"20%","Variant":"Vanilla"}. This record does not assert independent reproduction.

### IRAST

MAE: 7.3. Result ID: 699832405698665ec48d9cfa.

[Reporting paper](<https://www.sota2.com/research/paper/6944dbec423ea4226572997d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67f11e209131cea19464.md>)

Recorded evaluation configuration: {"Rate":"20%"}. This record does not assert independent reproduction.

### IRAST

MAE: 7.36. Result ID: 699832405698665ec48d9cf9.

[Reporting paper](<https://www.sota2.com/research/paper/6944dbec423ea4226572997d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67f11e209131cea19464.md>)

Recorded evaluation configuration: {"Rate":"10%"}. This record does not assert independent reproduction.

### PatchRanking

MAE: 7.44. Result ID: 699832405698665ec48d9cf6.

[Reporting paper](<https://www.sota2.com/research/paper/6944dbec423ea4226572997d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64291e209131cea03023.md>)

[Implementation](<https://github.com/xialeiliu/CrowdCountingCVPR18>)

Recorded evaluation configuration: {"Rate":"10%"}. This record does not assert independent reproduction.

### MVPR

MAE: 7.47. Result ID: 699832405698665ec48d9d0b.

[Reporting paper](<https://www.sota2.com/research/paper/6944dbec423ea4226572997d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6944dbec423ea4226572997d.md>)

Recorded evaluation configuration: {"Rate":"10%","Variant":"Vanilla"}. This record does not assert independent reproduction.

### Baseline2

MAE: 7.71. Result ID: 699832405698665ec48d9d09.

[Reporting paper](<https://www.sota2.com/research/paper/6944dbec423ea4226572997d.md>)

Recorded evaluation configuration: {"Rate":"20%"}. This record does not assert independent reproduction.

### DACount

MAE: 7.78. Result ID: 699832405698665ec48d9cfc.

[Reporting paper](<https://www.sota2.com/research/paper/6944dbec423ea4226572997d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d661e209131cea397e8.md>)

Recorded evaluation configuration: {"Rate":"10%"}. This record does not assert independent reproduction.

### MVUR

MAE: 7.79. Result ID: 699832405698665ec48d9d0d.

[Reporting paper](<https://www.sota2.com/research/paper/6944dbec423ea4226572997d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6944dbec423ea4226572997d.md>)

Recorded evaluation configuration: {"Rate":"5%"}. This record does not assert independent reproduction.

### MVPR

MAE: 7.99. Result ID: 699832405698665ec48d9d0a.

[Reporting paper](<https://www.sota2.com/research/paper/6944dbec423ea4226572997d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6944dbec423ea4226572997d.md>)

Recorded evaluation configuration: {"Rate":"5%","Variant":"Vanilla"}. This record does not assert independent reproduction.

### IRAST

MAE: 8. Result ID: 699832405698665ec48d9cf8.

[Reporting paper](<https://www.sota2.com/research/paper/6944dbec423ea4226572997d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67f11e209131cea19464.md>)

Recorded evaluation configuration: {"Rate":"5%"}. This record does not assert independent reproduction.

### PatchRanking

MAE: 8.04. Result ID: 699832405698665ec48d9cf5.

[Reporting paper](<https://www.sota2.com/research/paper/6944dbec423ea4226572997d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64291e209131cea03023.md>)

[Implementation](<https://github.com/xialeiliu/CrowdCountingCVPR18>)

Recorded evaluation configuration: {"Rate":"5%"}. This record does not assert independent reproduction.

### DACount

MAE: 8.19. Result ID: 699832405698665ec48d9cfb.

[Reporting paper](<https://www.sota2.com/research/paper/6944dbec423ea4226572997d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d661e209131cea397e8.md>)

Recorded evaluation configuration: {"Rate":"5%"}. This record does not assert independent reproduction.

### Baseline1

MAE: 8.23. Result ID: 699832405698665ec48d9d06.

[Reporting paper](<https://www.sota2.com/research/paper/6944dbec423ea4226572997d.md>)

Recorded evaluation configuration: {"Rate":"20%"}. This record does not assert independent reproduction.

### CountFormer

MAE: 8.41. Result ID: 699832405698665ec48d9d00.

[Reporting paper](<https://www.sota2.com/research/paper/6944dbec423ea4226572997d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73e61e209131cea5ec34.md>)

Recorded evaluation configuration: {"Rate":"20%"}. This record does not assert independent reproduction.

### Baseline2

MAE: 8.45. Result ID: 699832405698665ec48d9d08.

[Reporting paper](<https://www.sota2.com/research/paper/6944dbec423ea4226572997d.md>)

Recorded evaluation configuration: {"Rate":"10%"}. This record does not assert independent reproduction.

### Baseline2

MAE: 8.84. Result ID: 699832405698665ec48d9d07.

[Reporting paper](<https://www.sota2.com/research/paper/6944dbec423ea4226572997d.md>)

Recorded evaluation configuration: {"Rate":"5%"}. This record does not assert independent reproduction.

### Baseline1

MAE: 9.34. Result ID: 699832405698665ec48d9d05.

[Reporting paper](<https://www.sota2.com/research/paper/6944dbec423ea4226572997d.md>)

Recorded evaluation configuration: {"Rate":"10%"}. This record does not assert independent reproduction.

### CountFormer

MAE: 9.45. Result ID: 699832405698665ec48d9cff.

[Reporting paper](<https://www.sota2.com/research/paper/6944dbec423ea4226572997d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73e61e209131cea5ec34.md>)

Recorded evaluation configuration: {"Rate":"10%"}. This record does not assert independent reproduction.

### P2R

MAE: 10.08. Result ID: 699832405698665ec48d9d03.

[Reporting paper](<https://www.sota2.com/research/paper/6944dbec423ea4226572997d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78d71e209131cea7ab85.md>)

[Implementation](<https://github.com/Elin24/P2RLoss>)

Recorded evaluation configuration: {"Rate":"20%"}. This record does not assert independent reproduction.

### CountFormer

MAE: 10.19. Result ID: 699832405698665ec48d9cfe.

[Reporting paper](<https://www.sota2.com/research/paper/6944dbec423ea4226572997d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73e61e209131cea5ec34.md>)

Recorded evaluation configuration: {"Rate":"5%"}. This record does not assert independent reproduction.

### Baseline1

MAE: 10.41. Result ID: 699832405698665ec48d9d04.

[Reporting paper](<https://www.sota2.com/research/paper/6944dbec423ea4226572997d.md>)

Recorded evaluation configuration: {"Rate":"5%"}. This record does not assert independent reproduction.

### P2R

MAE: 10.79. Result ID: 699832405698665ec48d9d02.

[Reporting paper](<https://www.sota2.com/research/paper/6944dbec423ea4226572997d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78d71e209131cea7ab85.md>)

[Implementation](<https://github.com/Elin24/P2RLoss>)

Recorded evaluation configuration: {"Rate":"10%"}. This record does not assert independent reproduction.

### P2R

MAE: 12.36. Result ID: 699832405698665ec48d9d01.

[Reporting paper](<https://www.sota2.com/research/paper/6944dbec423ea4226572997d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78d71e209131cea7ab85.md>)

[Implementation](<https://github.com/Elin24/P2RLoss>)

Recorded evaluation configuration: {"Rate":"5%"}. This record does not assert independent reproduction.

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