← Scene Graph Generation

Papers with Code · CC BY-SA 4.0

Visual Genome

아카이브 평가 19건 · 마지막 적재/변경 2026-10-30

원본 데이터셋 링크 1

평가 기록

과거 수집 기록이며 최신 순위가 아닙니다. 데이터셋 버전·split·실험 조건과 지표 방향이 검증되지 않은 결과는 직접 비교할 수 없습니다. 날짜는 논문 날짜이며 최신 평가일을 뜻하지 않습니다.

표가 화면보다 넓으면 좌우로 스크롤하여 논문과 구현 링크를 확인하세요.

원본 기록 순서 · 순위 미부여
모델	원본 지표·값	논문	구현
SpeaQ (without reweighting)	Recall@50 32.9 Recall@100 36.0 mean Recall @100 14.1 R@100 36.0 mR@100 14.1 mR@50 11.8	Groupwise Query Specialization and Quality-Aware Multi-Assignment for Transformer-based Visual Relationship Detection 2024-03-26	코드 1
SpeaQ (with reweighting)	Recall@50 32.1 Recall@100 35.5 mean Recall @100 17.6 R@100 35.5 mR@100 17.6 mR@50 15.1	Groupwise Query Specialization and Quality-Aware Multi-Assignment for Transformer-based Visual Relationship Detection 2024-03-26	코드 1
Causal-TDE	Recall@50 31.93 mean Recall @20 6.9	Unbiased Scene Graph Generation from Biased Training 2020-02-27	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6
SG-EBM	Recall@50 31.74 mean Recall @20 7.1	Energy-Based Learning for Scene Graph Generation 2021-03-03	코드 1
GPS-Net	Recall@50 28.9	GPS-Net: Graph Property Sensing Network for Scene Graph Generation 2020-03-29	코드 1
LOGIN	Recall@50 28.2 Recall@20 22.2 Recall@100 31.4	Tackling the Challenges in Scene Graph Generation with Local-to-Global Interactions 2021-06-16	코드 1
VCTree	Recall@50 27.9	Learning to Compose Dynamic Tree Structures for Visual Contexts 2018-12-05	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6
NODIS	Recall@50 27.7 Recall@20 21.6	NODIS: Neural Ordinary Differential Scene Understanding 2020-01-14	코드 1
KERN	Recall@50 27.1	Knowledge-Embedded Routing Network for Scene Graph Generation 2019-03-08	코드 1 · 코드 2 · 코드 3
DLFE	Recall@50 25.4	Recovering the Unbiased Scene Graphs from the Biased Ones 2021-07-05	코드 1
IETrans	Recall@50 23.5 Recall@100 27.2 mean Recall @100 18.0	Fine-Grained Scene Graph Generation with Data Transfer 2022-03-22	코드 1 · 코드 2
ADTrans	Recall@50 23.0 mean Recall @20 12.3 mean Recall @100 19.2 mR@100 19.2 mR@50 15.8	Panoptic Scene Graph Generation with Semantics-Prototype Learning 2023-07-28	코드 1
Graph-RCNN	Recall@50 11.4	Graph R-CNN for Scene Graph Generation 2018-08-01	코드 1 · 코드 2 · 코드 3
MSDN	Recall@50 10.72	Scene Graph Generation from Objects, Phrases and Region Captions 2017-07-31	코드 1
C-bias	mean Recall @20 11.63 mean Recall @100 17.24	Biasing Like Human: A Cognitive Bias Framework for Scene Graph Generation 2022-03-17	코드 1
CogTree	mean Recall @20 7.9	CogTree: Cognition Tree Loss for Unbiased Scene Graph Generation 2020-09-16	코드 1
ExpressiveSGG	R@100 39.12	Expressive Scene Graph Generation Using Commonsense Knowledge Infusion for Visual Understanding and Reasoning 2022-05-31	코드 1
NeuSyRE	R@100 39.1 mR@100 12.6 mR@50 10.9	NeuSyRE: Neuro-Symbolic Visual Understanding and Reasoning Framework based on Scene Graph Enrichment 2023-11-05	코드 1
KnowZRel	zR@20 14.22 zR@50 25.43 zR@100 35.65	KnowZRel: Common Sense Knowledge-based Zero-Shot Relationship Retrieval for Generalised Scene Graph Generation 2025-02-21	코드 1