# Saliency Map Evaluation on ImageNet-S50 (test) Source: [Saliency Map Evaluation on ImageNet-S50 (test)]() Collection index: [llms.txt]() Data updated: 2026-05-04T08:56:52.402Z Evaluation of saliency map quality on the test split of the ImageNet-S50 subset, using metrics like Pointing Game, Sparseness, and Fidelity. 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 | Saliency Map Evaluation | | Dataset (including any stated split) | ImageNet-S50 (test) | | Metric | Pointing Game | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 34 of 34 | | 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 - [Pointing Game](): Higher is better; unit: PERCENT. - [Attribution Localization](): Higher is better; unit: PERCENT. - [Sparseness](): Higher is better; unit: PERCENT. - [Fidelity](): Higher is better; unit: SCALAR. - [Stability](): Higher is better; unit: PERCENT. ## Recorded results | Method | Pointing Game | Result date | Report paper | | --- | --- | --- | --- | | SRD-input | 95.3 | Not recorded | 69f827d9c0f56ed843088830 | | SRD-high | 95.2 | Not recorded | 69f827d9c0f56ed843088830 | | SRD-high | 94.8 | Not recorded | 69f827d9c0f56ed843088830 | | GradCAM | 94.6 | Not recorded | 69f827d9c0f56ed843088830 | | XGradCAM | 94.6 | Not recorded | 69f827d9c0f56ed843088830 | | SRD-low | 94.6 | Not recorded | 69f827d9c0f56ed843088830 | | GradCAM | 94.5 | Not recorded | 69f827d9c0f56ed843088830 | | GradCAM++ | 94.5 | Not recorded | 69f827d9c0f56ed843088830 | | SRD-low | 94.5 | Not recorded | 69f827d9c0f56ed843088830 | | LayerCAM-high | 94.1 | Not recorded | 69f827d9c0f56ed843088830 | | Fullgrad | 93.8 | Not recorded | 69f827d9c0f56ed843088830 | | ScoreCAM | 93.7 | Not recorded | 69f827d9c0f56ed843088830 | | AblationCAM | 93.4 | Not recorded | 69f827d9c0f56ed843088830 | | LayerCAM-low | 93.4 | Not recorded | 69f827d9c0f56ed843088830 | | GradCAM++ | 93.2 | Not recorded | 69f827d9c0f56ed843088830 | | AblationCAM | 92.8 | Not recorded | 69f827d9c0f56ed843088830 | | SRD-input | 92.5 | Not recorded | 69f827d9c0f56ed843088830 | | ScoreCAM | 91.6 | Not recorded | 69f827d9c0f56ed843088830 | | XGradCAM | 89.6 | Not recorded | 69f827d9c0f56ed843088830 | | GuidedBackprop | 89.2 | Not recorded | 69f827d9c0f56ed843088830 | | Smoothgrad | 88.8 | Not recorded | 69f827d9c0f56ed843088830 | | GuidedBackprop | 87.1 | Not recorded | 69f827d9c0f56ed843088830 | | InteGrad | 86.9 | Not recorded | 69f827d9c0f56ed843088830 | | LayerCAM-low | 86.9 | Not recorded | 69f827d9c0f56ed843088830 | | LayerCAM-high | 86.5 | Not recorded | 69f827d9c0f56ed843088830 | | LRPz+ | 85.5 | Not recorded | 69f827d9c0f56ed843088830 | | Smoothgrad | 84.5 | Not recorded | 69f827d9c0f56ed843088830 | | Fullgrad | 79.6 | Not recorded | 69f827d9c0f56ed843088830 | | Saliency | 79.3 | Not recorded | 69f827d9c0f56ed843088830 | | GradInput | 78.1 | Not recorded | 69f827d9c0f56ed843088830 | | InteGrad | 75.9 | Not recorded | 69f827d9c0f56ed843088830 | | Saliency | 65.4 | Not recorded | 69f827d9c0f56ed843088830 | | GradInput | 63.9 | Not recorded | 69f827d9c0f56ed843088830 | | LRPz+ | 54.3 | Not recorded | 69f827d9c0f56ed843088830 | ### SRD-input Pointing Game: 95.3. Result ID: 69f85f5247f34ce924dc3b53. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet50","Resolution":"224x224"}. This record does not assert independent reproduction. ### SRD-high Pointing Game: 95.2. Result ID: 69f85f5247f34ce924dc3b51. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet50","Resolution":"28x28"}. This record does not assert independent reproduction. ### SRD-high Pointing Game: 94.8. Result ID: 69f85f5247f34ce924dc3b50. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG16","Resolution":"28x28"}. This record does not assert independent reproduction. ### GradCAM Pointing Game: 94.6. Result ID: 69f85f5247f34ce924dc3b41. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet50","Resolution":"7x7"}. This record does not assert independent reproduction. ### XGradCAM Pointing Game: 94.6. Result ID: 69f85f5247f34ce924dc3b49. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet50","Resolution":"7x7"}. This record does not assert independent reproduction. ### SRD-low Pointing Game: 94.6. Result ID: 69f85f5247f34ce924dc3b4f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet50","Resolution":"7x7"}. This record does not assert independent reproduction. ### GradCAM Pointing Game: 94.5. Result ID: 69f85f5247f34ce924dc3b40. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"VGG16","Resolution":"7x7"}. This record does not assert independent reproduction. ### GradCAM++ Pointing Game: 94.5. Result ID: 69f85f5247f34ce924dc3b43. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet50","Resolution":"7x7"}. This record does not assert independent reproduction. ### SRD-low Pointing Game: 94.5. Result ID: 69f85f5247f34ce924dc3b4e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG16","Resolution":"7x7"}. This record does not assert independent reproduction. ### LayerCAM-high Pointing Game: 94.1. Result ID: 69f85f5247f34ce924dc3b4d. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet50","Resolution":"28x28"}. This record does not assert independent reproduction. ### Fullgrad Pointing Game: 93.8. Result ID: 69f85f5247f34ce924dc3b3f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet50","Resolution":"224x224"}. This record does not assert independent reproduction. ### ScoreCAM Pointing Game: 93.7. Result ID: 69f85f5247f34ce924dc3b44. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"VGG16","Resolution":"7x7"}. This record does not assert independent reproduction. ### AblationCAM Pointing Game: 93.4. Result ID: 69f85f5247f34ce924dc3b47. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet50","Resolution":"7x7"}. This record does not assert independent reproduction. ### LayerCAM-low Pointing Game: 93.4. Result ID: 69f85f5247f34ce924dc3b4b. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet50","Resolution":"7x7"}. This record does not assert independent reproduction. ### GradCAM++ Pointing Game: 93.2. Result ID: 69f85f5247f34ce924dc3b42. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"VGG16","Resolution":"7x7"}. This record does not assert independent reproduction. ### AblationCAM Pointing Game: 92.8. Result ID: 69f85f5247f34ce924dc3b46. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"VGG16","Resolution":"7x7"}. This record does not assert independent reproduction. ### SRD-input Pointing Game: 92.5. Result ID: 69f85f5247f34ce924dc3b52. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG16","Resolution":"224x224"}. This record does not assert independent reproduction. ### ScoreCAM Pointing Game: 91.6. Result ID: 69f85f5247f34ce924dc3b45. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet50","Resolution":"7x7"}. This record does not assert independent reproduction. ### XGradCAM Pointing Game: 89.6. Result ID: 69f85f5247f34ce924dc3b48. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG16","Resolution":"7x7"}. This record does not assert independent reproduction. ### GuidedBackprop Pointing Game: 89.2. Result ID: 69f85f5247f34ce924dc3b34. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG16","Resolution":"224x224"}. This record does not assert independent reproduction. ### Smoothgrad Pointing Game: 88.8. Result ID: 69f85f5247f34ce924dc3b3d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet50","Resolution":"224x224"}. This record does not assert independent reproduction. ### GuidedBackprop Pointing Game: 87.1. Result ID: 69f85f5247f34ce924dc3b35. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet50","Resolution":"224x224"}. This record does not assert independent reproduction. ### InteGrad Pointing Game: 86.9. Result ID: 69f85f5247f34ce924dc3b38. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG16","Resolution":"224x224"}. This record does not assert independent reproduction. ### LayerCAM-low Pointing Game: 86.9. Result ID: 69f85f5247f34ce924dc3b4a. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"VGG16","Resolution":"7x7"}. This record does not assert independent reproduction. ### LayerCAM-high Pointing Game: 86.5. Result ID: 69f85f5247f34ce924dc3b4c. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"VGG16","Resolution":"28x28"}. This record does not assert independent reproduction. ### LRPz+ Pointing Game: 85.5. Result ID: 69f85f5247f34ce924dc3b3a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG16","Resolution":"224x224"}. This record does not assert independent reproduction. ### Smoothgrad Pointing Game: 84.5. Result ID: 69f85f5247f34ce924dc3b3c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG16","Resolution":"224x224"}. This record does not assert independent reproduction. ### Fullgrad Pointing Game: 79.6. Result ID: 69f85f5247f34ce924dc3b3e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG16","Resolution":"224x224"}. This record does not assert independent reproduction. ### Saliency Pointing Game: 79.3. Result ID: 69f85f5247f34ce924dc3b32. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG16","Resolution":"224x224"}. This record does not assert independent reproduction. ### GradInput Pointing Game: 78.1. Result ID: 69f85f5247f34ce924dc3b36. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG16","Resolution":"224x224"}. This record does not assert independent reproduction. ### InteGrad Pointing Game: 75.9. Result ID: 69f85f5247f34ce924dc3b39. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet50","Resolution":"224x224"}. This record does not assert independent reproduction. ### Saliency Pointing Game: 65.4. Result ID: 69f85f5247f34ce924dc3b33. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet50","Resolution":"224x224"}. This record does not assert independent reproduction. ### GradInput Pointing Game: 63.9. Result ID: 69f85f5247f34ce924dc3b37. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet50","Resolution":"224x224"}. This record does not assert independent reproduction. ### LRPz+ Pointing Game: 54.3. Result ID: 69f85f5247f34ce924dc3b3b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet50","Resolution":"224x224"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.