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 24012410 of 10420 papers

TitleStatusHype
Boosting High Resolution Image Classification with Scaling-up TransformersCode0
Applications of Sequential Learning for Medical Image Classification0
Multi-Label Feature Selection Using Adaptive and Transformed RelevanceCode0
CWCL: Cross-Modal Transfer with Continuously Weighted Contrastive Loss0
Efficient Post-training Quantization with FP8 FormatsCode4
Noise-Tolerant Few-Shot Unsupervised Adapter for Vision-Language Models0
ZiCo-BC: A Bias Corrected Zero-Shot NAS for Vision Tasks0
Masked Image Residual Learning for Scaling Deeper Vision TransformersCode0
Single Image Test-Time Adaptation for Segmentation0
PARTICLE: Part Discovery and Contrastive Learning for Fine-grained RecognitionCode0
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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