# Part-aware explanation quality on PartImageNet OOD Source: [Part-aware explanation quality on PartImageNet OOD]() Collection index: [llms.txt]() Data updated: 2026-06-24T07:17:45.334Z Evaluation of the quality of part-aware image explanations on the PartImageNet OOD dataset, utilizing metrics such as TGR, TDR, and Min Dist. 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 | Part-aware explanation quality | | Dataset (including any stated split) | PartImageNet OOD | | Metric | TGR | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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 - [TGR](): Higher is better; unit: SCALAR. - [TDR](): Higher is better; unit: SCALAR. - [Min Dist](): Lower is better; unit: SCALAR. ## Recorded results | Method | TGR | Result date | Report paper | | --- | --- | --- | --- | | Ours(Prompt-side) | 9.67 | Not recorded | 6a3b64ab206542251d7c976c | | PV-TAM | 9.67 | Not recorded | 6a3b64ab206542251d7c976c | | CAM | 8.47 | Not recorded | 6a3b64ab206542251d7c976c | | TAM | 8.29 | Not recorded | 6a3b64ab206542251d7c976c | | TAM# | 8.29 | Not recorded | 6a3b64ab206542251d7c976c | | TAM# | 8.13 | Not recorded | 6a3b64ab206542251d7c976c | | PV-TAM | 7.6 | Not recorded | 6a3b64ab206542251d7c976c | | CAM | 7.03 | Not recorded | 6a3b64ab206542251d7c976c | | TAM | 6.63 | Not recorded | 6a3b64ab206542251d7c976c | | TAM# | 5.34 | Not recorded | 6a3b64ab206542251d7c976c | | TAM# | 5.02 | Not recorded | 6a3b64ab206542251d7c976c | | PV-TAM | 4.87 | Not recorded | 6a3b64ab206542251d7c976c | | PV-TAM | 4.21 | Not recorded | 6a3b64ab206542251d7c976c | | CP-LRP | 4.12 | Not recorded | 6a3b64ab206542251d7c976c | | CP-LRP | 3.63 | Not recorded | 6a3b64ab206542251d7c976c | | PV-TAM | 3.42 | Not recorded | 6a3b64ab206542251d7c976c | | Attention Rollout | 2.46 | Not recorded | 6a3b64ab206542251d7c976c | | TAM# | 2.36 | Not recorded | 6a3b64ab206542251d7c976c | ### Ours(Prompt-side) TGR: 9.67. Result ID: 6a3b847cfbc373592c43692a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2-VL-7B","Emphasis on target token":"false","Attention layers":"Last transformer layer"}. This record does not assert independent reproduction. ### PV-TAM TGR: 9.67. Result ID: 6a3b847cfbc373592c43692d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2-VL-7B"}. This record does not assert independent reproduction. ### CAM TGR: 8.47. Result ID: 6a3b847cfbc373592c436924. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Qwen2-VL-7B","Emphasis on target token":"true","Attention layers":"Last transformer layer"}. This record does not assert independent reproduction. ### TAM TGR: 8.29. Result ID: 6a3b847cfbc373592c436929. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2-VL-7B","Emphasis on target token":"true","Attention layers":"Last transformer layer"}. This record does not assert independent reproduction. ### TAM# TGR: 8.29. Result ID: 6a3b847cfbc373592c43692e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2-VL-7B"}. This record does not assert independent reproduction. ### TAM# TGR: 8.13. Result ID: 6a3b847cfbc373592c43692c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2-VL-2B"}. This record does not assert independent reproduction. ### PV-TAM TGR: 7.6. Result ID: 6a3b847cfbc373592c436931. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-VL-7B"}. This record does not assert independent reproduction. ### CAM TGR: 7.03. Result ID: 6a3b847cfbc373592c436923. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Qwen2-VL-7B","Emphasis on target token":"false","Attention layers":"Last transformer layer"}. This record does not assert independent reproduction. ### TAM TGR: 6.63. Result ID: 6a3b847cfbc373592c436928. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2-VL-7B","Emphasis on target token":"false","Attention layers":"Last transformer layer"}. This record does not assert independent reproduction. ### TAM# TGR: 5.34. Result ID: 6a3b847cfbc373592c436932. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-VL-7B"}. This record does not assert independent reproduction. ### TAM# TGR: 5.02. Result ID: 6a3b847cfbc373592c436930. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-VL-3B"}. This record does not assert independent reproduction. ### PV-TAM TGR: 4.87. Result ID: 6a3b847cfbc373592c43692b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2-VL-2B"}. This record does not assert independent reproduction. ### PV-TAM TGR: 4.21. Result ID: 6a3b847cfbc373592c43692f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-VL-3B"}. This record does not assert independent reproduction. ### CP-LRP TGR: 4.12. Result ID: 6a3b847cfbc373592c436925. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Qwen2-VL-7B","Emphasis on target token":"false","Attention layers":"Last transformer layer"}. This record does not assert independent reproduction. ### CP-LRP TGR: 3.63. Result ID: 6a3b847cfbc373592c436926. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Qwen2-VL-7B","Emphasis on target token":"true","Attention layers":"Last transformer layer"}. This record does not assert independent reproduction. ### PV-TAM TGR: 3.42. Result ID: 6a3b847cfbc373592c436933. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"InternVL3-1B"}. This record does not assert independent reproduction. ### Attention Rollout TGR: 2.46. Result ID: 6a3b847cfbc373592c436927. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2-VL-7B","Emphasis on target token":"false","Attention layers":"Last three layers"}. This record does not assert independent reproduction. ### TAM# TGR: 2.36. Result ID: 6a3b847cfbc373592c436934. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"InternVL3-1B"}. 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