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 931940 of 10420 papers

TitleStatusHype
Generalizable Whole Slide Image Classification with Fine-Grained Visual-Semantic InteractionCode1
Generalized Cross Entropy Loss for Training Deep Neural Networks with Noisy LabelsCode1
Combating Label Noise in Deep Learning Using AbstentionCode1
Generalized Few-Shot Video Classification with Video Retrieval and Feature GenerationCode1
Attentive Weights Generation for Few Shot Learning via Information MaximizationCode1
Attribute Descent: Simulating Object-Centric Datasets on the Content Level and BeyondCode1
Generative Adversarial Minority Oversampling for Spectral-Spatial Hyperspectral Image ClassificationCode1
Generative Adversarial Networks for Image Augmentation in Agriculture: A Systematic ReviewCode1
Combining Metric Learning and Attention Heads For Accurate and Efficient Multilabel Image ClassificationCode1
Compressing Features for Learning with Noisy LabelsCode1
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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
10RevCol-HTop 1 Accuracy90Unverified