# Image Classification on CIFAR-10 Kimi-VL Source: [Image Classification on CIFAR-10 Kimi-VL]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:38:33.180Z Evaluation of Image Classification performance on the CIFAR-10 Kimi-VL dataset, utilizing similarity metrics derived from various CLIP model configurations (RN-50, ViT-B/16, etc.) and ASR. 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) | CIFAR-10 Kimi-VL | | Metric | CLIP Similarity (RN-50) | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 9 of 9 | | 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 - [CLIP Similarity (RN-50)](): Higher is better; unit: SCALAR. - [CLIP Similarity (RN-101)](): Higher is better; unit: SCALAR. - [CLIP Similarity (ViT-B/16)](): Higher is better; unit: SCALAR. - [CLIP Similarity (ViT-B/32)](): Higher is better; unit: SCALAR. - [CLIP Similarity (ViT-L/14)](): Higher is better; unit: SCALAR. - [CLIP Similarity (Ensemble)](): Higher is better; unit: SCALAR. - [ASR (%)](): Higher is better; unit: PERCENT. ## Recorded results | Method | CLIP Similarity (RN-50) | Result date | Report paper | | --- | --- | --- | --- | | Clean | 0.2438 | Not recorded | 698c0d0dc97a0b3e3b5e11ac | | TGR | 0.2411 | Not recorded | 698c0d0dc97a0b3e3b5e11ac | | PNA + PathOut | 0.2409 | Not recorded | 698c0d0dc97a0b3e3b5e11ac | | PNA | 0.2403 | Not recorded | 698c0d0dc97a0b3e3b5e11ac | | Cui et al. | 0.2383 | Not recorded | 698c0d0dc97a0b3e3b5e11ac | | VT-Attack | 0.2383 | Not recorded | 698c0d0dc97a0b3e3b5e11ac | | Schlarmann and Hein | 0.2382 | Not recorded | 698c0d0dc97a0b3e3b5e11ac | | Attack-Bard | 0.2378 | Not recorded | 698c0d0dc97a0b3e3b5e11ac | | SGMA | 0.2347 | Not recorded | 698c0d0dc97a0b3e3b5e11ac | ### Clean CLIP Similarity (RN-50): 0.2438. Result ID: 6996d98f5698665ec4260b7b. [Reporting paper]() Recorded evaluation configuration: {"victim\_model":"Kimi-VL"}. This record does not assert independent reproduction. ### TGR CLIP Similarity (RN-50): 0.2411. Result ID: 6996d98f5698665ec4260b7c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"victim\_model":"Kimi-VL"}. This record does not assert independent reproduction. ### PNA + PathOut CLIP Similarity (RN-50): 0.2409. Result ID: 6996d98f5698665ec4260b7e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"victim\_model":"Kimi-VL"}. This record does not assert independent reproduction. ### PNA CLIP Similarity (RN-50): 0.2403. Result ID: 6996d98f5698665ec4260b7d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"victim\_model":"Kimi-VL"}. This record does not assert independent reproduction. ### Cui et al. CLIP Similarity (RN-50): 0.2383. Result ID: 6996d98f5698665ec4260b7f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"victim\_model":"Kimi-VL"}. This record does not assert independent reproduction. ### VT-Attack CLIP Similarity (RN-50): 0.2383. Result ID: 6996d98f5698665ec4260b82. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"victim\_model":"Kimi-VL"}. This record does not assert independent reproduction. ### Schlarmann and Hein CLIP Similarity (RN-50): 0.2382. Result ID: 6996d98f5698665ec4260b80. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"victim\_model":"Kimi-VL"}. This record does not assert independent reproduction. ### Attack-Bard CLIP Similarity (RN-50): 0.2378. Result ID: 6996d98f5698665ec4260b81. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"victim\_model":"Kimi-VL"}. This record does not assert independent reproduction. ### SGMA CLIP Similarity (RN-50): 0.2347. Result ID: 6996d98f5698665ec4260b83. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"victim\_model":"Kimi-VL"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.