# Image Classification on DeepFashion In-Shop (Seen) Source: [Image Classification on DeepFashion In-Shop (Seen)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:06:58.578Z Evaluation of Image Classification performance specifically on the 'Seen' classes subset of the DeepFashion In-Shop dataset, typically measured using Top-1 Accuracy. 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 | Image Classification | | Dataset (including any stated split) | DeepFashion In-Shop (Seen) | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 7 of 7 | | 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 - [Top-1 Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | SupCon | 81.46 | Not recorded | 68fa6c601e209131cea33ab3 | | HiConE | 80.67 | Not recorded | 68fa6c601e209131cea33ab3 | | HiMulCon | 80.54 | Not recorded | 68fa6c601e209131cea33ab3 | | HiMulConE | 80.52 | Not recorded | 68fa6c601e209131cea33ab3 | | Guided | 79.34 | Not recorded | 68fa6c601e209131cea33ab3 | | Cross Entropy | 77.81 | Not recorded | 68fa6c601e209131cea33ab3 | | SimCLR | 70.26 | Not recorded | 68fa6c601e209131cea33ab3 | ### SupCon Top-1 Accuracy: 81.46. Result ID: 698f0dd73a6c314849f548b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HiConE Top-1 Accuracy: 80.67. Result ID: 698f0dd73a6c314849f548b5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HiMulCon Top-1 Accuracy: 80.54. Result ID: 698f0dd73a6c314849f548b4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HiMulConE Top-1 Accuracy: 80.52. Result ID: 698f0dd73a6c314849f548b6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Guided Top-1 Accuracy: 79.34. Result ID: 698f0dd73a6c314849f548b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Cross Entropy Top-1 Accuracy: 77.81. Result ID: 698f0dd73a6c314849f548b1. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SimCLR Top-1 Accuracy: 70.26. Result ID: 698f0dd73a6c314849f548b0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.