SOTAVerified

Image Classification

Image Classification is a fundamental task in vision recognition that aims to understand and categorize an image as a whole under a specific label. Unlike object detection, which involves classification and location of multiple objects within an image, image classification typically pertains to single-object images. When the classification becomes highly detailed or reaches instance-level, it is often referred to as image retrieval, which also involves finding similar images in a large database.

Source: Metamorphic Testing for Object Detection Systems

Papers

Showing 21012110 of 10420 papers

TitleStatusHype
Distilling Large Vision-Language Model with Out-of-Distribution GeneralizabilityCode1
Consistency-based Active Learning for Object DetectionCode1
A Spectral-Spatial-Dependent Global Learning Framework for Insufficient and Imbalanced Hyperspectral Image ClassificationCode1
Contextual Squeeze-and-Excitation for Efficient Few-Shot Image ClassificationCode1
Distribution Alignment: A Unified Framework for Long-tail Visual RecognitionCode1
DiT: Self-supervised Pre-training for Document Image TransformerCode1
Diverse Sample Generation: Pushing the Limit of Generative Data-free QuantizationCode1
Diversified in-domain synthesis with efficient fine-tuning for few-shot classificationCode1
DivideMix: Learning with Noisy Labels as Semi-supervised LearningCode1
Learning Hierarchical Image Segmentation For Recognition and By RecognitionCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CoCa (finetuned)Top 1 Accuracy91Unverified
2Model soups (BASIC-L)Top 1 Accuracy90.98Unverified
3Model soups (ViT-G/14)Top 1 Accuracy90.94Unverified
4DaViT-GTop 1 Accuracy90.4Unverified
5DaViT-HTop 1 Accuracy90.2Unverified
6Meta Pseudo Labels (EfficientNet-L2)Top 1 Accuracy90.2Unverified
7SwinV2-GTop 1 Accuracy90.17Unverified
8MAWS (ViT-6.5B)Top 1 Accuracy90.1Unverified
9Florence-CoSwin-HTop 1 Accuracy90.05Unverified
10Meta Pseudo Labels (EfficientNet-B6-Wide)Top 1 Accuracy90Unverified