MSCOCO

Overview edit

Associated Benchmarks

This dataset is used in 9 benchmarks:

• Image Captioning - Metrics: BLEU-4
• Image Retrieval - Metrics: Recall@1, Recall@10, Recall@5
• Multi-Label Image Classification - Metrics: mAP, mean average precision
• Object Detection - Metrics: Average mAP
• Open Vocabulary Object Detection - Metrics: AP 0.5
• Image Outpainting - Metrics: CLIP Similarity, FID, Inception score
• Cross-Modal Retrieval - Metrics: Image-to-text R@1
• Few Shot Open Set Object Detection - Metrics: AR_U
• Paraphrase Generation - Metrics: BLEU, iBLEU

Recent Benchmark Submissions

Research Papers

Recent papers with results on this dataset:

• SIA-OVD: Shape-Invariant Adapter for Bridging the Image-Region Gap in Open-Vocabulary Detection (2024) -
• OV-DQUO: Open-Vocabulary DETR with Denoising Text Query Training and Open-World Unknown Objects Supervision (2024) -
• 3SHNet: Boosting Image-Sentence Retrieval via Visual Semantic-Spatial Self-Highlighting (2024) -
• Retrieval-Augmented Open-Vocabulary Object Detection (2024) -
• YOLOv8-AM: YOLOv8 Based on Effective Attention Mechanisms for Pediatric Wrist Fracture Detection (2024) -
• CLIM: Contrastive Language-Image Mosaic for Region Representation (2023) -
• DAS: A Deformable Attention to Capture Salient Information in CNNs (2023) -
• Enhancing Novel Object Detection via Cooperative Foundational Models (2023) -
• YOLOv8-Based Visual Detection of Road Hazards: Potholes, Sewer Covers, and Manholes (2023) -
• LP-OVOD: Open-Vocabulary Object Detection by Linear Probing (2023) -
• CLIPSelf: Vision Transformer Distills Itself for Open-Vocabulary Dense Prediction (2023) -
• Region-centric Image-Language Pretraining for Open-Vocabulary Detection (2023) -
• Detect Everything with Few Examples (2023) -
• Contrastive Feature Masking Open-Vocabulary Vision Transformer (2023) -
• ScaleDet: A Scalable Multi-Dataset Object Detector (2023) -
• CORA: Adapting CLIP for Open-Vocabulary Detection with Region Prompting and Anchor Pre-Matching (2023) -
• Object-Aware Distillation Pyramid for Open-Vocabulary Object Detection (2023) -
• Aligning Bag of Regions for Open-Vocabulary Object Detection (2023) -
• Learning 3D Photography Videos via Self-supervised Diffusion on Single Images (2023) -
• HADA: A Graph-based Amalgamation Framework in Image-text Retrieval (2023) -