# Zero-Shot Classification on SUN (T1, U, S, H metrics) Source: [Zero-Shot Classification on SUN (T1, U, S, H metrics)]() Collection index: [llms.txt]() Data updated: 2026-07-07T07:24:11.029Z Evaluation of Zero-Shot Classification performance on the SUN dataset, reporting T1, U, S, and H metrics. 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 | Zero-Shot Classification | | Dataset (including any stated split) | SUN | | Metric | U Score | | 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 - [U Score](): Higher is better; unit: PERCENT. - [T1 Accuracy](): Higher is better; unit: PERCENT. - [S Score](): Higher is better; unit: PERCENT. - [H Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | U Score | Result date | Report paper | | --- | --- | --- | --- | | CV-DCLR | 62 | Not recorded | 6a4c87f385dba69fef8b249e | | CV-DCLR | 61.9 | Not recorded | 6a4c87f385dba69fef8b249e | | ACR | 60 | Not recorded | 6940e761456146936284f52f | | VSPCN | 59.4 | Not recorded | 6940e761456146936284f52f | | CV-DCLR | 58.3 | Not recorded | 6a4c87f385dba69fef8b249e | | SVIP | 53.7 | Not recorded | 6940e761456146936284f52f | | CV-DCLR | 53.3 | Not recorded | 6a4c87f385dba69fef8b249e | | MSDN | 52.2 | Not recorded | 6940e761456146936284f52f | | MSDN | 50.1 | Not recorded | 6a4c87f385dba69fef8b249e | | MSDN | 48.9 | Not recorded | 6a4c87f385dba69fef8b249e | | TransZero | 48.7 | Not recorded | 6a4c87f385dba69fef8b249e | | HSVA | 48.6 | Not recorded | 6940e761456146936284f52f | | TransZero | 48.5 | Not recorded | 6a4c87f385dba69fef8b249e | | SDGZSL | 48.2 | Not recorded | 6940e761456146936284f52f | | TransZero | 47.4 | Not recorded | 6a4c87f385dba69fef8b249e | | TransZero | 46.9 | Not recorded | 6a4c87f385dba69fef8b249e | | ZSLViT | 45.9 | Not recorded | 6940e761456146936284f52f | | MSDN | 45.8 | Not recorded | 6a4c87f385dba69fef8b249e | | RFF | 45.7 | Not recorded | 6940e761456146936284f52f | | DUET | 45.7 | Not recorded | 6940e761456146936284f52f | | TF | 45.6 | Not recorded | 6940e761456146936284f52f | | ICIS | 45.2 | Not recorded | 6940e761456146936284f52f | | CoAR-ZSL | 43.5 | Not recorded | 6a4c87f385dba69fef8b249e | | CoAR-ZSL | 42.6 | Not recorded | 6a4c87f385dba69fef8b249e | | APN | 41.9 | Not recorded | 6940e761456146936284f52f | | GEM-ZSL | 38.4 | Not recorded | 6a4c87f385dba69fef8b249e | | GEM | 38.1 | Not recorded | 6940e761456146936284f52f | | CoAR-ZSL | 37.7 | Not recorded | 6a4c87f385dba69fef8b249e | | GEM-ZSL | 37.4 | Not recorded | 6a4c87f385dba69fef8b249e | | Dis-VAE | 36.6 | Not recorded | 6940e761456146936284f52f | | MSDN | 35.5 | Not recorded | 6a4c87f385dba69fef8b249e | | CoAR-ZSL | 35.4 | Not recorded | 6a4c87f385dba69fef8b249e | | GEM-ZSL | 31.8 | Not recorded | 6a4c87f385dba69fef8b249e | | GEM-ZSL | 30.2 | Not recorded | 6a4c87f385dba69fef8b249e | ### CV-DCLR U Score: 62. Result ID: 6a4ca97d60b88bb339c777df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Entanglement level (r)":"4"}. This record does not assert independent reproduction. ### CV-DCLR U Score: 61.9. Result ID: 6a4ca97d60b88bb339c777de. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Entanglement level (r)":"3"}. This record does not assert independent reproduction. ### ACR U Score: 60. Result ID: 699851105698665ec4aeb1f4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-based"}. This record does not assert independent reproduction. ### VSPCN U Score: 59.4. Result ID: 699851105698665ec4aeb1f2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-based","Venue":"CVPR’25"}. This record does not assert independent reproduction. ### CV-DCLR U Score: 58.3. Result ID: 6a4ca97d60b88bb339c777dd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Entanglement level (r)":"2"}. This record does not assert independent reproduction. ### SVIP U Score: 53.7. Result ID: 699851105698665ec4aeb1f3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-based","Venue":"ICCV’25"}. This record does not assert independent reproduction. ### CV-DCLR U Score: 53.3. Result ID: 6a4ca97d60b88bb339c777dc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Entanglement level (r)":"1"}. This record does not assert independent reproduction. ### MSDN U Score: 52.2. Result ID: 699851105698665ec4aeb1ee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet101","Venue":"CVPR’22"}. This record does not assert independent reproduction. ### MSDN U Score: 50.1. Result ID: 6a4ca97d60b88bb339c777d0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Entanglement level (r)":"1"}. This record does not assert independent reproduction. ### MSDN U Score: 48.9. Result ID: 6a4ca97d60b88bb339c777d1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Entanglement level (r)":"2"}. This record does not assert independent reproduction. ### TransZero U Score: 48.7. Result ID: 6a4ca97d60b88bb339c777cd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Entanglement level (r)":"2"}. This record does not assert independent reproduction. ### HSVA U Score: 48.6. Result ID: 699851105698665ec4aeb1ed. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet101","Venue":"NeurIPS’21"}. This record does not assert independent reproduction. ### TransZero U Score: 48.5. Result ID: 6a4ca97d60b88bb339c777ce. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Entanglement level (r)":"3"}. This record does not assert independent reproduction. ### SDGZSL U Score: 48.2. Result ID: 699851105698665ec4aeb1ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet101","Venue":"ICCV’21"}. This record does not assert independent reproduction. ### TransZero U Score: 47.4. Result ID: 6a4ca97d60b88bb339c777cc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Entanglement level (r)":"1"}. This record does not assert independent reproduction. ### TransZero U Score: 46.9. Result ID: 6a4ca97d60b88bb339c777cf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Entanglement level (r)":"4"}. This record does not assert independent reproduction. ### ZSLViT U Score: 45.9. Result ID: 699851105698665ec4aeb1f1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-based","Venue":"CVPR’24"}. This record does not assert independent reproduction. ### MSDN U Score: 45.8. Result ID: 6a4ca97d60b88bb339c777d2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Entanglement level (r)":"3"}. This record does not assert independent reproduction. ### RFF U Score: 45.7. Result ID: 699851105698665ec4aeb1e8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet101","Venue":"CVPR’20"}. This record does not assert independent reproduction. ### DUET U Score: 45.7. Result ID: 699851105698665ec4aeb1f0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-based","Venue":"AAAI’23"}. This record does not assert independent reproduction. ### TF U Score: 45.6. Result ID: 699851105698665ec4aeb1e7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet101","Venue":"ECCV’20"}. This record does not assert independent reproduction. ### ICIS U Score: 45.2. Result ID: 699851105698665ec4aeb1ef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet101","Venue":"ICCV’23"}. This record does not assert independent reproduction. ### CoAR-ZSL U Score: 43.5. Result ID: 6a4ca97d60b88bb339c777d8. [Reporting paper]() Recorded evaluation configuration: {"Entanglement level (r)":"1"}. This record does not assert independent reproduction. ### CoAR-ZSL U Score: 42.6. Result ID: 6a4ca97d60b88bb339c777d9. [Reporting paper]() Recorded evaluation configuration: {"Entanglement level (r)":"2"}. This record does not assert independent reproduction. ### APN U Score: 41.9. Result ID: 699851105698665ec4aeb1e9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet101","Venue":"NeurIPS’20"}. This record does not assert independent reproduction. ### GEM-ZSL U Score: 38.4. Result ID: 6a4ca97d60b88bb339c777d4. [Reporting paper]() Recorded evaluation configuration: {"Entanglement level (r)":"1"}. This record does not assert independent reproduction. ### GEM U Score: 38.1. Result ID: 699851105698665ec4aeb1ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet101","Venue":"CVPR’21"}. This record does not assert independent reproduction. ### CoAR-ZSL U Score: 37.7. Result ID: 6a4ca97d60b88bb339c777da. [Reporting paper]() Recorded evaluation configuration: {"Entanglement level (r)":"3"}. This record does not assert independent reproduction. ### GEM-ZSL U Score: 37.4. Result ID: 6a4ca97d60b88bb339c777d5. [Reporting paper]() Recorded evaluation configuration: {"Entanglement level (r)":"2"}. This record does not assert independent reproduction. ### Dis-VAE U Score: 36.6. Result ID: 699851105698665ec4aeb1eb. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet101","Venue":"AAAI’21"}. This record does not assert independent reproduction. ### MSDN U Score: 35.5. Result ID: 6a4ca97d60b88bb339c777d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Entanglement level (r)":"4"}. This record does not assert independent reproduction. ### CoAR-ZSL U Score: 35.4. Result ID: 6a4ca97d60b88bb339c777db. [Reporting paper]() Recorded evaluation configuration: {"Entanglement level (r)":"4"}. This record does not assert independent reproduction. ### GEM-ZSL U Score: 31.8. Result ID: 6a4ca97d60b88bb339c777d6. [Reporting paper]() Recorded evaluation configuration: {"Entanglement level (r)":"3"}. This record does not assert independent reproduction. ### GEM-ZSL U Score: 30.2. Result ID: 6a4ca97d60b88bb339c777d7. [Reporting paper]() Recorded evaluation configuration: {"Entanglement level (r)":"4"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.