# Multi-view Crowd Counting on CityStreet Source: [Multi-view Crowd Counting on CityStreet]() Collection index: [llms.txt]() Data updated: 2026-03-26T14:13:21.267Z Evaluation of Multi-view Crowd Counting performance on the CityStreet dataset, reporting metrics such as MAE 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 | | Metric | MAE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 31 of 31 | | 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](): Lower is better; unit: SCALAR. - [NAE](): Lower is better; unit: SCALAR. - [MSE](): Lower is better; unit: SCALAR. ## Recorded results | Method | MAE | Result date | Report paper | | --- | --- | --- | --- | | CountFormer | 4.72 | Not recorded | 69c4bdad0636e5bf4afc76b8 | | MVUR | 5.57 | Not recorded | 6944dbec423ea4226572997d | | MVUR | 5.82 | Not recorded | 6944dbec423ea4226572997d | | CoCo-GCN | 6.19 | Not recorded | 6944dbec423ea4226572997d | | MVUR | 6.51 | Not recorded | 6944dbec423ea4226572997d | | Baseline (100%+DA) | 6.85 | Not recorded | 69c4bdad0636e5bf4afc76b8 | | MVMSR | 6.98 | Not recorded | 6944dbec423ea4226572997d | | MVMSR (CSRNet) | 6.98 | Not recorded | 69c4bdad0636e5bf4afc76b8 | | MVPR | 6.99 | Not recorded | 6944dbec423ea4226572997d | | CVF | 7.08 | Not recorded | 6944dbec423ea4226572997d | | 3DAttention | 7.12 | Not recorded | 6944dbec423ea4226572997d | | Baseline (100%) | 7.24 | Not recorded | 69c4bdad0636e5bf4afc76b8 | | MVPR | 7.28 | Not recorded | 6944dbec423ea4226572997d | | MVMS | 7.36 | Not recorded | 6944dbec423ea4226572997d | | MVMS (CSRNet) | 7.36 | Not recorded | 69c4bdad0636e5bf4afc76b8 | | MVPR | 7.47 | Not recorded | 6944dbec423ea4226572997d | | 3DCounting | 7.54 | Not recorded | 6944dbec423ea4226572997d | | MVUR | 7.79 | Not recorded | 6944dbec423ea4226572997d | | MVPR | 7.99 | Not recorded | 6944dbec423ea4226572997d | | MVMS (FCN-7) | 8.01 | Not recorded | 69c4bdad0636e5bf4afc76b8 | | 3DCounting | 8.01 | Not recorded | 69c4bdad0636e5bf4afc76b8 | | CF-MVCC-C | 8.06 | Not recorded | 6944dbec423ea4226572997d | | EarlyFusion | 8.1 | Not recorded | 69c4bdad0636e5bf4afc76b8 | | LateFusion | 8.12 | Not recorded | 69c4bdad0636e5bf4afc76b8 | | Baseline (30%+DA) | 10.02 | Not recorded | 69c4bdad0636e5bf4afc76b8 | | Baseline (30%) | 10.55 | Not recorded | 69c4bdad0636e5bf4afc76b8 | | Dmap wtd | 11.1 | Not recorded | 69c4bdad0636e5bf4afc76b8 | | Baseline (10%+DA) | 12.67 | Not recorded | 69c4bdad0636e5bf4afc76b8 | | Baseline (10%) | 13.95 | Not recorded | 69c4bdad0636e5bf4afc76b8 | | Dect+ReID | 27.6 | Not recorded | 69c4bdad0636e5bf4afc76b8 | | Baseline (test) | 80.92 | Not recorded | 69c4bdad0636e5bf4afc76b8 | ### CountFormer MAE: 4.72. Result ID: 69c53ee647f34ce924af0fce. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training":"Single-scene"}. This record does not assert independent reproduction. ### MVUR MAE: 5.57. Result ID: 699832405698665ec48d9cca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Annotation Rate":"100%"}. This record does not assert independent reproduction. ### MVUR MAE: 5.82. Result ID: 699832405698665ec48d9cc9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Annotation Rate":"20%"}. This record does not assert independent reproduction. ### CoCo-GCN MAE: 6.19. Result ID: 699832405698665ec48d9cc1. [Reporting paper]() Recorded evaluation configuration: {"Annotation Rate":"100%"}. This record does not assert independent reproduction. ### MVUR MAE: 6.51. Result ID: 699832405698665ec48d9cc8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Annotation Rate":"10%"}. This record does not assert independent reproduction. ### Baseline (100%+DA) MAE: 6.85. Result ID: 69c53ee647f34ce924af0fd5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training":"Cross-scene","Annotation percentage":"100%","Domain Adaptation":"true"}. This record does not assert independent reproduction. ### MVMSR MAE: 6.98. Result ID: 699832405698665ec48d9cbd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Annotation Rate":"100%"}. This record does not assert independent reproduction. ### MVMSR (CSRNet) MAE: 6.98. Result ID: 69c53ee647f34ce924af0fcc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training":"Single-scene"}. This record does not assert independent reproduction. ### MVPR MAE: 6.99. Result ID: 699832405698665ec48d9cc6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Annotation Rate":"100%"}. This record does not assert independent reproduction. ### CVF MAE: 7.08. Result ID: 699832405698665ec48d9cc0. [Reporting paper]() Recorded evaluation configuration: {"Annotation Rate":"100%"}. This record does not assert independent reproduction. ### 3DAttention MAE: 7.12. Result ID: 699832405698665ec48d9cbf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Annotation Rate":"100%"}. This record does not assert independent reproduction. ### Baseline (100%) MAE: 7.24. Result ID: 69c53ee647f34ce924af0fd2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training":"Cross-scene","Annotation percentage":"100%","Domain Adaptation":"false"}. This record does not assert independent reproduction. ### MVPR MAE: 7.28. Result ID: 699832405698665ec48d9cc5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Annotation Rate":"20%"}. This record does not assert independent reproduction. ### MVMS MAE: 7.36. Result ID: 699832405698665ec48d9cbc. [Reporting paper]() Recorded evaluation configuration: {"Annotation Rate":"100%"}. This record does not assert independent reproduction. ### MVMS (CSRNet) MAE: 7.36. Result ID: 69c53ee647f34ce924af0fcb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training":"Single-scene"}. This record does not assert independent reproduction. ### MVPR MAE: 7.47. Result ID: 699832405698665ec48d9cc4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Annotation Rate":"10%"}. This record does not assert independent reproduction. ### 3DCounting MAE: 7.54. Result ID: 699832405698665ec48d9cbe. [Reporting paper]() Recorded evaluation configuration: {"Annotation Rate":"100%"}. This record does not assert independent reproduction. ### MVUR MAE: 7.79. Result ID: 699832405698665ec48d9cc7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Annotation Rate":"5%"}. This record does not assert independent reproduction. ### MVPR MAE: 7.99. Result ID: 699832405698665ec48d9cc3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Annotation Rate":"5%"}. This record does not assert independent reproduction. ### MVMS (FCN-7) MAE: 8.01. Result ID: 69c53ee647f34ce924af0fca. [Reporting paper]() Recorded evaluation configuration: {"Training":"Single-scene"}. This record does not assert independent reproduction. ### 3DCounting MAE: 8.01. Result ID: 69c53ee647f34ce924af0fcd. [Reporting paper]() Recorded evaluation configuration: {"Training":"Single-scene"}. This record does not assert independent reproduction. ### CF-MVCC-C MAE: 8.06. Result ID: 699832405698665ec48d9cc2. [Reporting paper]() Recorded evaluation configuration: {"Annotation Rate":"100%"}. This record does not assert independent reproduction. ### EarlyFusion MAE: 8.1. Result ID: 69c53ee647f34ce924af0fc9. [Reporting paper]() Recorded evaluation configuration: {"Training":"Single-scene"}. This record does not assert independent reproduction. ### LateFusion MAE: 8.12. Result ID: 69c53ee647f34ce924af0fc8. [Reporting paper]() Recorded evaluation configuration: {"Training":"Single-scene"}. This record does not assert independent reproduction. ### Baseline (30%+DA) MAE: 10.02. Result ID: 69c53ee647f34ce924af0fd4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training":"Cross-scene","Annotation percentage":"30%","Domain Adaptation":"true"}. This record does not assert independent reproduction. ### Baseline (30%) MAE: 10.55. Result ID: 69c53ee647f34ce924af0fd1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training":"Cross-scene","Annotation percentage":"30%","Domain Adaptation":"false"}. This record does not assert independent reproduction. ### Dmap wtd MAE: 11.1. Result ID: 69c53ee647f34ce924af0fc6. [Reporting paper]() Recorded evaluation configuration: {"Training":"Single-scene"}. This record does not assert independent reproduction. ### Baseline (10%+DA) MAE: 12.67. Result ID: 69c53ee647f34ce924af0fd3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training":"Cross-scene","Annotation percentage":"10%","Domain Adaptation":"true"}. This record does not assert independent reproduction. ### Baseline (10%) MAE: 13.95. Result ID: 69c53ee647f34ce924af0fd0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training":"Cross-scene","Annotation percentage":"10%","Domain Adaptation":"false"}. This record does not assert independent reproduction. ### Dect+ReID MAE: 27.6. Result ID: 69c53ee647f34ce924af0fc7. [Reporting paper]() Recorded evaluation configuration: {"Training":"Single-scene"}. This record does not assert independent reproduction. ### Baseline (test) MAE: 80.92. Result ID: 69c53ee647f34ce924af0fcf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training":"Cross-scene","Domain Adaptation":"false"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.