Papers with Code · CC BY-SA 4.0

PASCAL Context-59

아카이브 평가 24건 · 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
HyperSeg	mIoU 64.6	HyperSeg: Towards Universal Visual Segmentation with Large Language Model 2024-11-26	코드 1
SILC	mIoU 63.5	SILC: Improving Vision Language Pretraining with Self-Distillation 2023-10-20	연결 없음
CAT-Seg	mIoU 63.3	CAT-Seg: Cost Aggregation for Open-Vocabulary Semantic Segmentation 2023-03-21	코드 1 · 코드 2 · 코드 3
MaskCLIP++	mIoU 62.5	MaskCLIP++: A Mask-Based CLIP Fine-tuning Framework for Open-Vocabulary Image Segmentation 2024-12-16	코드 1
CLIPSelf	mIoU 62.3	CLIPSelf: Vision Transformer Distills Itself for Open-Vocabulary Dense Prediction 2023-10-02	코드 1
UMG-CLIP-L/14	mIoU 61.0	UMG-CLIP: A Unified Multi-Granularity Vision Generalist for Open-World Understanding 2024-01-12	코드 1
SED	mIoU 60.6	SED: A Simple Encoder-Decoder for Open-Vocabulary Semantic Segmentation 2023-11-27	코드 1
Mask-Adapter	mIoU 60.4	Mask-Adapter: The Devil is in the Masks for Open-Vocabulary Segmentation 2024-12-05	코드 1
EBSeg-L	mIoU 60.2	Open-Vocabulary Semantic Segmentation with Image Embedding Balancing 2024-06-14	코드 1
MAFT+	mIoU 59.4	Collaborative Vision-Text Representation Optimizing for Open-Vocabulary Segmentation 2024-08-01	코드 1
SCAN	mIoU 59.3	Open-Vocabulary Segmentation with Semantic-Assisted Calibration 2023-12-07	코드 1 · 코드 2
MAFT-ViTL	mIoU 58.5	Learning Mask-aware CLIP Representations for Zero-Shot Segmentation 2023-09-30	코드 1 · 코드 2
FC-CLIP	mIoU 58.4	Convolutions Die Hard: Open-Vocabulary Segmentation with Single Frozen Convolutional CLIP 2023-08-04	코드 1
ODISE	mIoU 57.3	Open-Vocabulary Panoptic Segmentation with Text-to-Image Diffusion Models 2023-03-08	코드 1
OVSeg Swin-B	mIoU 55.7	Open-Vocabulary Semantic Segmentation with Mask-adapted CLIP 2022-10-09	코드 1
PACL	mIoU 50.1	Open Vocabulary Semantic Segmentation with Patch Aligned Contrastive Learning 2022-12-09	코드 1
SimSeg	mIoU 47.7	A Simple Baseline for Open-Vocabulary Semantic Segmentation with Pre-trained Vision-language Model 2021-12-29	코드 1 · 코드 2
MaskCLIP	mIoU 45.9	Open-Vocabulary Universal Image Segmentation with MaskCLIP 2022-08-18	코드 1
TaAlign(trained with image-text pairs)	mIoU 37.6	TagAlign: Improving Vision-Language Alignment with Multi-Tag Classification 2023-12-21	코드 1
TTD (TCL)	mIoU 37.4	TTD: Text-Tag Self-Distillation Enhancing Image-Text Alignment in CLIP to Alleviate Single Tag Bias 2024-03-30	코드 1
LaVG	mIoU 34.7	In Defense of Lazy Visual Grounding for Open-Vocabulary Semantic Segmentation 2024-08-09	코드 1
TCL	mIoU 33.9	Learning to Generate Text-grounded Mask for Open-world Semantic Segmentation from Only Image-Text Pairs 2022-12-01	코드 1
TTD (MaskCLIP)	mIoU 31.0	TTD: Text-Tag Self-Distillation Enhancing Image-Text Alignment in CLIP to Alleviate Single Tag Bias 2024-03-30	코드 1
CLIP Surgery (original CLIP without any fine-tuning)	mIoU 29.3	A Closer Look at the Explainability of Contrastive Language-Image Pre-training 2023-04-12	코드 1 · 코드 2