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 20212030 of 10420 papers

TitleStatusHype
Compositional Explanations of NeuronsCode1
Total Variation Optimization Layers for Computer VisionCode1
ACPL: Anti-curriculum Pseudo-labelling for Semi-supervised Medical Image ClassificationCode1
Towards Accurate Post-training Network Quantization via Bit-Split and StitchingCode1
Towards a Unified View on Visual Parameter-Efficient Transfer LearningCode1
Towards Better Understanding Attribution MethodsCode1
Towards Effective Visual Representations for Partial-Label LearningCode1
Compounding the Performance Improvements of Assembled Techniques in a Convolutional Neural NetworkCode1
Towards Evaluating Explanations of Vision Transformers for Medical ImagingCode1
Dendritic Learning-incorporated Vision Transformer for Image 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
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