Papers with Code · CC BY-SA 4.0

LVIS v1.0

아카이브 평가 28건 · 마지막 적재/변경 2026-10-30

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
LaMI-DETR	AP novel-LVIS base training 43.4	LaMI-DETR: Open-Vocabulary Detection with Language Model Instruction 2024-07-16	코드 1
DITO	AP novel-LVIS base training 40.4 AP novel-Unrestricted open-vocabulary training 45.8	Region-centric Image-Language Pretraining for Open-Vocabulary Detection 2023-09-29	코드 1 · 코드 2
OV-DQUO(ViT-L/14)	AP novel-LVIS base training 39.3	OV-DQUO: Open-Vocabulary DETR with Denoising Text Query Training and Open-World Unknown Objects Supervision 2024-05-28	코드 1
CoDet (EVA02-L)	AP novel-LVIS base training 37.0	CoDet: Co-Occurrence Guided Region-Word Alignment for Open-Vocabulary Object Detection 2023-10-25	코드 1
CLIPSelf	AP novel-LVIS base training 34.9	CLIPSelf: Vision Transformer Distills Itself for Open-Vocabulary Dense Prediction 2023-10-02	코드 1
OVMR	AP novel-LVIS base training 34.4	OVMR: Open-Vocabulary Recognition with Multi-Modal References 2024-06-07	코드 1
DE-ViT	AP novel-LVIS base training 34.3	Detect Everything with Few Examples 2023-09-22	코드 1
CFM-ViT	AP novel-LVIS base training 33.9	Contrastive Feature Masking Open-Vocabulary Vision Transformer 2023-09-02	연결 없음
CLIM (RN50x64)	AP novel-LVIS base training 32.3	CLIM: Contrastive Language-Image Mosaic for Region Representation 2023-12-18	코드 1
RO-ViT	AP novel-LVIS base training 32.1	Region-Aware Pretraining for Open-Vocabulary Object Detection with Vision Transformers 2023-05-11	코드 1 · 코드 2
Prova (Swin-Base)	AP novel-LVIS base training 31.5	Comprehensive Multi-Modal Prototypes are Simple and Effective Classifiers for Vast-Vocabulary Object Detection 2024-12-23	코드 1
RTGen	AP novel-LVIS base training 30.2	RTGen: Generating Region-Text Pairs for Open-Vocabulary Object Detection 2024-05-30	코드 1
OV-DQUO(ViT-B/16)	AP novel-LVIS base training 29.7	OV-DQUO: Open-Vocabulary DETR with Denoising Text Query Training and Open-World Unknown Objects Supervision 2024-05-28	코드 1
ViLD-ensemble w/ ALIGN (Eb7-FPN)	AP novel-LVIS base training 26.3 AP novel-Unrestricted open-vocabulary training 27.0	Open-vocabulary Object Detection via Vision and Language Knowledge Distillation 2021-04-28	코드 1 · 코드 2 · 코드 3 · 코드 4
OWL-ViT (CLIP-L/14)	AP novel-LVIS base training 25.6 AP novel-Unrestricted open-vocabulary training 31.2	Simple Open-Vocabulary Object Detection with Vision Transformers 2022-05-12	코드 1 · 코드 2
POMP	AP novel-LVIS base training 25.2	Prompt Pre-Training with Twenty-Thousand Classes for Open-Vocabulary Visual Recognition 2023-04-10	코드 1
BARON	AP novel-LVIS base training 22.6	Aligning Bag of Regions for Open-Vocabulary Object Detection 2023-02-27	코드 1
MEDet	AP novel-LVIS base training 22.4	Open Vocabulary Object Detection with Proposal Mining and Prediction Equalization 2022-06-22	코드 1 · 코드 2
Region-CLIP (RN50x4-C4)	AP novel-LVIS base training 22.0	RegionCLIP: Region-based Language-Image Pretraining 2021-12-16	코드 1
RALF	AP novel-LVIS base training 21.9	Retrieval-Augmented Open-Vocabulary Object Detection 2024-04-08	코드 1
OADP	AP novel-LVIS base training 21.7	Object-Aware Distillation Pyramid for Open-Vocabulary Object Detection 2023-03-10	코드 1
X-Paste	AP novel-LVIS base training 21.4 AP novel-Unrestricted open-vocabulary training 22.8	X-Paste: Revisiting Scalable Copy-Paste for Instance Segmentation using CLIP and StableDiffusion 2022-12-07	코드 1 · 코드 2
Object-Centric-OVD	AP novel-LVIS base training 21.1	Bridging the Gap between Object and Image-level Representations for Open-Vocabulary Detection 2022-07-07	코드 1
ViLD-ensemble (R152-FPN)	AP novel-LVIS base training 18.7 AP novel-Unrestricted open-vocabulary training 19.8	Open-vocabulary Object Detection via Vision and Language Knowledge Distillation 2021-04-28	코드 1 · 코드 2 · 코드 3 · 코드 4
Detic	AP novel-LVIS base training 17.8	Detecting Twenty-thousand Classes using Image-level Supervision 2022-01-07	코드 1
Region-CLIP (RN50-C4)	AP novel-LVIS base training 17.1	RegionCLIP: Region-based Language-Image Pretraining 2021-12-16	코드 1
ViLD-ensemble (R50-FPN)	AP novel-LVIS base training 16.6 AP novel-Unrestricted open-vocabulary training 16.7	Open-vocabulary Object Detection via Vision and Language Knowledge Distillation 2021-04-28	코드 1 · 코드 2 · 코드 3 · 코드 4
ViLD (R50-FPN)	AP novel-LVIS base training 16.1 AP novel-Unrestricted open-vocabulary training 16.3	Open-vocabulary Object Detection via Vision and Language Knowledge Distillation 2021-04-28	코드 1 · 코드 2 · 코드 3 · 코드 4