# Fine-grained Image Classification on Stanford Dogs Source: [Fine-grained Image Classification on Stanford Dogs]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:03:57.425Z Evaluation of Fine-grained Image Classification performance on the Stanford Dogs dataset. 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 | Fine-grained Image Classification | | Dataset (including any stated split) | Stanford Dogs | | Metric | Score | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 32 of 32 | | 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 - [Score](): Higher is better; unit: SCALAR. - [Accuracy](): Higher is better; unit: PERCENT. - [Accuracy (Iteration 1)](): Higher is better; unit: PERCENT. - [Accuracy (Iteration 2)](): Higher is better; unit: PERCENT. - [Accuracy (Iteration 3)](): Higher is better; unit: PERCENT. - [Accuracy (Iteration 4)](): Higher is better; unit: PERCENT. - [Top-1 Acc](): Higher is better; unit: PERCENT. ## Recorded results | Method | Score | Result date | Report paper | | --- | --- | --- | --- | | MaxEnt-CNN | 8.8 | Not recorded | 68fa701c1e209131cea49183 | | ResNet-50 | 8.3 | Not recorded | 68fa701c1e209131cea49183 | | MAMC-CNN | 7.7 | Not recorded | 68fa701c1e209131cea49183 | | SEF | 4.8 | Not recorded | 68fa701c1e209131cea49183 | | Cross-X | 2.8 | Not recorded | 68fa701c1e209131cea49183 | | API-Net | 2.3 | Not recorded | 68fa701c1e209131cea49183 | | Gemini 1.5 pro | 0.6933 | Not recorded | 693ba19f6cfd488761a553eb | | GPT-4o | 0.6283 | Not recorded | 693ba19f6cfd488761a553eb | | Step 1v | 0.6233 | Not recorded | 693ba19f6cfd488761a553eb | | Claude 3.5 sonnet | 0.62 | Not recorded | 693ba19f6cfd488761a553eb | | Doubao 1.5 vision pro | 0.5933 | Not recorded | 693ba19f6cfd488761a553eb | | InternVL 2.5-8B | 0.5717 | Not recorded | 693ba19f6cfd488761a553eb | | LLaVA 1.5-7B | 0.53 | Not recorded | 693ba19f6cfd488761a553eb | | GLM v plus | 0.5233 | Not recorded | 693ba19f6cfd488761a553eb | | Qwen-VL-chat-78B | 0.4867 | Not recorded | 693ba19f6cfd488761a553eb | | Hunyuan vision | 0.405 | Not recorded | 693ba19f6cfd488761a553eb | | InternVL 2.5-8B | 0.2492 | Not recorded | 693ba19f6cfd488761a553eb | | LLaVA 1.5-7B | 0.195 | Not recorded | 693ba19f6cfd488761a553eb | ### MaxEnt-CNN Score: 8.8. Result ID: 69911b573a6c31484905bc3d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Multi-cropping operations":true}. This record does not assert independent reproduction. ### ResNet-50 Score: 8.3. Result ID: 69911b573a6c31484905bc3c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Multi-cropping operations":true}. This record does not assert independent reproduction. ### MAMC-CNN Score: 7.7. Result ID: 69911b573a6c31484905bc39. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### SEF Score: 4.8. Result ID: 69911b573a6c31484905bc3e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### Cross-X Score: 2.8. Result ID: 69911b573a6c31484905bc3b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### API-Net Score: 2.3. Result ID: 69911b573a6c31484905bc3a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### Gemini 1.5 pro Score: 0.6933. Result ID: 69985f485698665ec4bde780. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Optimization strategy":false}. This record does not assert independent reproduction. ### GPT-4o Score: 0.6283. Result ID: 69985f485698665ec4bde77e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Optimization strategy":false}. This record does not assert independent reproduction. ### Step 1v Score: 0.6233. Result ID: 69985f485698665ec4bde783. [Reporting paper]() Recorded evaluation configuration: {"Optimization strategy":false}. This record does not assert independent reproduction. ### Claude 3.5 sonnet Score: 0.62. Result ID: 69985f485698665ec4bde77f. [Reporting paper]() Recorded evaluation configuration: {"Optimization strategy":false}. This record does not assert independent reproduction. ### Doubao 1.5 vision pro Score: 0.5933. Result ID: 69985f485698665ec4bde782. [Reporting paper]() Recorded evaluation configuration: {"Optimization strategy":false}. This record does not assert independent reproduction. ### InternVL 2.5-8B Score: 0.5717. Result ID: 69985f485698665ec4bde788. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Optimization strategy":true}. This record does not assert independent reproduction. ### LLaVA 1.5-7B Score: 0.53. Result ID: 69985f485698665ec4bde789. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Optimization strategy":true}. This record does not assert independent reproduction. ### GLM v plus Score: 0.5233. Result ID: 69985f485698665ec4bde781. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Optimization strategy":false}. This record does not assert independent reproduction. ### Qwen-VL-chat-78B Score: 0.4867. Result ID: 69985f485698665ec4bde785. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Optimization strategy":false}. This record does not assert independent reproduction. ### Hunyuan vision Score: 0.405. Result ID: 69985f485698665ec4bde784. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Optimization strategy":false}. This record does not assert independent reproduction. ### InternVL 2.5-8B Score: 0.2492. Result ID: 69985f485698665ec4bde786. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Optimization strategy":false}. This record does not assert independent reproduction. ### LLaVA 1.5-7B Score: 0.195. Result ID: 69985f485698665ec4bde787. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Optimization strategy":false}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.