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 10011010 of 10420 papers

TitleStatusHype
Image-free Classifier Injection for Zero-Shot ClassificationCode1
ImageNet-21K Pretraining for the MassesCode1
A Robust Feature Downsampling Module for Remote Sensing Visual TasksCode1
Image Representations Learned With Unsupervised Pre-Training Contain Human-like BiasesCode1
Imbalanced Image Classification with Complement Cross EntropyCode1
IMPACT: A Large-scale Integrated Multimodal Patent Analysis and Creation Dataset for Design PatentsCode1
A Fast Knowledge Distillation Framework for Visual RecognitionCode1
MViTv2: Improved Multiscale Vision Transformers for Classification and DetectionCode1
Counterfactual Explanations for Medical Image Classification and Regression using Diffusion AutoencoderCode1
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
5Meta Pseudo Labels (EfficientNet-L2)Top 1 Accuracy90.2Unverified
6DaViT-HTop 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