# Interaction Recognition on ImageNet-1k 1 object Source: [Interaction Recognition on ImageNet-1k 1 object]() Collection index: [llms.txt]() Data updated: 2026-05-08T10:48:12.616Z Evaluation of Interaction Recognition performance on the ImageNet-1k 1 object subset/variant. 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 | Interaction Recognition | | Dataset (including any stated split) | ImageNet-1k 1 object | | Metric | Interaction Recognition | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 26 of 26 | | 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 - [Interaction Recognition](): Higher is better; unit: PERCENT. ## Recorded results | Method | Interaction Recognition | Result date | Report paper | | --- | --- | --- | --- | | MaskSigLIP | 89 | Not recorded | 69fd6e215497b3b670c894d8 | | METAGAME | 89 | Not recorded | 69fd6e215497b3b670c894d8 | | METAGAME | 88 | Not recorded | 69fd6e215497b3b670c894d8 | | FIxLIP | 87 | Not recorded | 69fd6e215497b3b670c894d8 | | METAGAME | 86 | Not recorded | 69fd6e215497b3b670c894d8 | | METAGAME | 85 | Not recorded | 69fd6e215497b3b670c894d8 | | METAGAME | 84 | Not recorded | 69fd6e215497b3b670c894d8 | | Attention | 84 | Not recorded | 69fd6e215497b3b670c894d8 | | FIxLIP | 80 | Not recorded | 69fd6e215497b3b670c894d8 | | METAGAME | 79 | Not recorded | 69fd6e215497b3b670c894d8 | | Attention | 77 | Not recorded | 69fd6e215497b3b670c894d8 | | METAGAME | 76 | Not recorded | 69fd6e215497b3b670c894d8 | | FIxLIP | 76 | Not recorded | 69fd6e215497b3b670c894d8 | | Grad-ECLIP | 76 | Not recorded | 69fd6e215497b3b670c894d8 | | METAGAME | 75 | Not recorded | 69fd6e215497b3b670c894d8 | | Grad-ECLIP | 71 | Not recorded | 69fd6e215497b3b670c894d8 | | METAGAME | 71 | Not recorded | 69fd6e215497b3b670c894d8 | | FIxLIP | 70 | Not recorded | 69fd6e215497b3b670c894d8 | | Grad-ESigLIP | 68 | Not recorded | 69fd6e215497b3b670c894d8 | | METAGAME | 60 | Not recorded | 69fd6e215497b3b670c894d8 | | METAGAME | 57 | Not recorded | 69fd6e215497b3b670c894d8 | | Grad-ESigLIP | 54 | Not recorded | 69fd6e215497b3b670c894d8 | | MaskSigLIP | 53 | Not recorded | 69fd6e215497b3b670c894d8 | | Attention | 50 | Not recorded | 69fd6e215497b3b670c894d8 | | Attention | 47 | Not recorded | 69fd6e215497b3b670c894d8 | | MaskCLIP | 30 | Not recorded | 69fd6e215497b3b670c894d8 | ### MaskSigLIP Interaction Recognition: 89. Result ID: 69fdbef047f34ce924e172b4. [Reporting paper]() Recorded evaluation configuration: {"Model (Size)":"SigLIP-2 (ViT-L/16)"}. This record does not assert independent reproduction. ### METAGAME Interaction Recognition: 89. Result ID: 69fdbef047f34ce924e172bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model (Size)":"SigLIP-2 (ViT-B/32)","Base Method":"MaskSigLIP"}. This record does not assert independent reproduction. ### METAGAME Interaction Recognition: 88. Result ID: 69fdbef047f34ce924e172b5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model (Size)":"SigLIP-2 (ViT-L/16)","Base Method":"MaskSigLIP"}. This record does not assert independent reproduction. ### FIxLIP Interaction Recognition: 87. Result ID: 69fdbef047f34ce924e172bf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model (Size)":"SigLIP-2 (ViT-B/32)"}. This record does not assert independent reproduction. ### METAGAME Interaction Recognition: 86. Result ID: 69fdbef047f34ce924e17285. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model (Size)":"CLIP (ViT-B/16)","Explanation Basis":"MaskCLIP"}. This record does not assert independent reproduction. ### METAGAME Interaction Recognition: 85. Result ID: 69fdbef047f34ce924e1728a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model (Size)":"MetaCLIP-2 (ViT-H/14)","Explanation Basis":"Attention"}. This record does not assert independent reproduction. ### METAGAME Interaction Recognition: 84. Result ID: 69fdbef047f34ce924e17283. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model (Size)":"CLIP (ViT-B/16)","Explanation Basis":"Attention"}. This record does not assert independent reproduction. ### Attention Interaction Recognition: 84. Result ID: 69fdbef047f34ce924e17289. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model (Size)":"MetaCLIP-2 (ViT-H/14)"}. This record does not assert independent reproduction. ### FIxLIP Interaction Recognition: 80. Result ID: 69fdbef047f34ce924e172b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model (Size)":"SigLIP-2 (ViT-L/16)"}. This record does not assert independent reproduction. ### METAGAME Interaction Recognition: 79. Result ID: 69fdbef047f34ce924e1728c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model (Size)":"MetaCLIP-2 (ViT-H/14)","Explanation Basis":"Grad-ECLIP"}. This record does not assert independent reproduction. ### Attention Interaction Recognition: 77. Result ID: 69fdbef047f34ce924e17282. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model (Size)":"CLIP (ViT-B/16)"}. This record does not assert independent reproduction. ### METAGAME Interaction Recognition: 76. Result ID: 69fdbef047f34ce924e17287. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model (Size)":"CLIP (ViT-B/16)","Explanation Basis":"Grad-ECLIP"}. This record does not assert independent reproduction. ### FIxLIP Interaction Recognition: 76. Result ID: 69fdbef047f34ce924e17288. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model (Size)":"CLIP (ViT-B/16)"}. This record does not assert independent reproduction. ### Grad-ECLIP Interaction Recognition: 76. Result ID: 69fdbef047f34ce924e1728b. [Reporting paper]() Recorded evaluation configuration: {"Model (Size)":"MetaCLIP-2 (ViT-H/14)"}. This record does not assert independent reproduction. ### METAGAME Interaction Recognition: 75. Result ID: 69fdbef047f34ce924e172b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model (Size)":"SigLIP-2 (ViT-L/16)","Base Method":"Grad-ESigLIP"}. This record does not assert independent reproduction. ### Grad-ECLIP Interaction Recognition: 71. Result ID: 69fdbef047f34ce924e17286. [Reporting paper]() Recorded evaluation configuration: {"Model (Size)":"CLIP (ViT-B/16)"}. This record does not assert independent reproduction. ### METAGAME Interaction Recognition: 71. Result ID: 69fdbef047f34ce924e172be. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model (Size)":"SigLIP-2 (ViT-B/32)","Base Method":"Grad-ESigLIP"}. This record does not assert independent reproduction. ### FIxLIP Interaction Recognition: 70. Result ID: 69fdbef047f34ce924e1728d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model (Size)":"MetaCLIP-2 (ViT-H/14)"}. This record does not assert independent reproduction. ### Grad-ESigLIP Interaction Recognition: 68. Result ID: 69fdbef047f34ce924e172bd. [Reporting paper]() Recorded evaluation configuration: {"Model (Size)":"SigLIP-2 (ViT-B/32)"}. This record does not assert independent reproduction. ### METAGAME Interaction Recognition: 60. Result ID: 69fdbef047f34ce924e172b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model (Size)":"SigLIP-2 (ViT-L/16)","Base Method":"Attention"}. This record does not assert independent reproduction. ### METAGAME Interaction Recognition: 57. Result ID: 69fdbef047f34ce924e172ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model (Size)":"SigLIP-2 (ViT-B/32)","Base Method":"Attention"}. This record does not assert independent reproduction. ### Grad-ESigLIP Interaction Recognition: 54. Result ID: 69fdbef047f34ce924e172b6. [Reporting paper]() Recorded evaluation configuration: {"Model (Size)":"SigLIP-2 (ViT-L/16)"}. This record does not assert independent reproduction. ### MaskSigLIP Interaction Recognition: 53. Result ID: 69fdbef047f34ce924e172bb. [Reporting paper]() Recorded evaluation configuration: {"Model (Size)":"SigLIP-2 (ViT-B/32)"}. This record does not assert independent reproduction. ### Attention Interaction Recognition: 50. Result ID: 69fdbef047f34ce924e172b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model (Size)":"SigLIP-2 (ViT-B/32)"}. This record does not assert independent reproduction. ### Attention Interaction Recognition: 47. Result ID: 69fdbef047f34ce924e172b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model (Size)":"SigLIP-2 (ViT-L/16)"}. This record does not assert independent reproduction. ### MaskCLIP Interaction Recognition: 30. Result ID: 69fdbef047f34ce924e17284. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model (Size)":"CLIP (ViT-B/16)"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.