KR20170052674A - 3 차원 비디오를 위한 이미지 스티칭 - Google Patents
3 차원 비디오를 위한 이미지 스티칭 Download PDFInfo
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Abstract
Description
도 2 는 카메라들의 예시적인 스테레오스코픽 쌍 (stereoscopic pair) 을 도시한다.
도 3 은 카메라 시스템의 예시적인 카메라 배치에 대한 평면도 일부를 도시한다.
도 4 는 예시적인 카메라 시스템에 대한 평면도를 도시한다.
도 5 는 카메라 시스템의 카메라들에 의해 캡쳐된 이미지들의 예시적인 세트를 도시한다.
도 6 은 예시적인 카메라 시스템에 대한 측면도를 도시한다.
도 7 은 카메라 시스템의 카메라들에 의해 캡쳐된, 오버랩핑 이미지들 (overlapping images) 의 예시적인 세트를 도시한다.
도 8 은 이산 (discrete) 이미지들을 스티칭 (stitching) 하기 위한 예시적인 방법을 도시한다.
도 9 및 10 은 이산 이미지들을 스티칭 (stitching) 하기 위한 다른 예시적인 방법들을 도시한다.
도 11 은 이미지의 예시적인 분할 (partitioning) 을 도시한다.
도 12 는 이미지들의 예시적인 특징점 매칭 (feature point matching) 을 도시한다.
도 13 은 예시적인 탑 이미지 (top image) 와 예시적인 스티칭된 메인 이미지 (main stitchied image) 를 도시한다.
도 14 는 프로세싱 후의 도13의 예시적인 탑 이미지를 도시한다.
도 15 및 16 은 이산 (discrete) 이미지들을 스티칭 (stitching) 하기 위한 예시적인 방법들을 도시한다.
도 17 은 다양한 비디오-데이터 콤포넌트들 (video-data components) 을 포함하는 콘텐트 콘테이너 (content container)를 도시한다.
도 18 은 합성 스트림 (composite stream) 으로 콘텐트 콘테이너를 브로드캐스팅 (broadcast) 하도록 구성된 콘텐트 서버 (content server)를 도시한다.
도 19 는 언번들된 스트림들 (unbundled streams) 의 직접 전송을 포함하는 예시적인 전송 스킴 (transmission scheme) 을 도시한다.
도 20 내지 22 는 비디오 스트림의 전송을 위한 예시적인 중개 스킴 (mediated scheme) 을 각각 도시한다.
도 23 은 슬라이스된 스트림 세트 (sliced stream set) 를 도시한다.
도 24 는 비디오 스트림의 전송을 위한 예시적인 상호작용형 스킴 (interactive scheme) 을 도시한다.
도 25 는 3D 360 ° 비디오를 전송하기 위한 예시적인 방법을 도시한다.
도 26 은 사진측량 (photogrammetry) 를 이용하는 하이브리드 스티칭 (hybrid stitching) 에 기초한 예시적인 재구성 프로세스를 도시한다.
도 27 은 3D 360 ° 비디오를 재구성하기 위한 예시적인 방법을 도시한다.
도 28 은 3D 360 ° 비디오를 재구성하기 위한 다른 예시적인 방법을 도시한다.
도 29 는 일그러짐 오퍼레이션 (distortion operation) 이 이미지에 적용되기 전과 후의 단안 (monocular) 이미지들의 예시적인 세트를 도시한다.
도 30 및 31 은 예시적인 360 도 스테레오스코픽 (stereoscopic) 3D 환경을 도시한다.
도 32 는 3D 비디오와 상호작용 (interacting) 하기 위한 예시적인 방법을 도시한다.
도 33 은 예시적인 머리 장착형 클라이언트 컴퓨팅 디바이스의 블록도를 도시한다.
도 34 는 예시적인 머리 장착형 클라이언트 컴퓨팅 디바이스를 착용한 채 방 안에 서있는 사용자를 도시한다.
도 35 는 머리 장착형 클라이언트 컴퓨팅 디바이스를 착용한 사용자에 의해 관람되는 예시적인 장면 (scene) 을 도시한다.
도 36 은 예시적인 알림과 함께 도 35 의 예시적인 장면을 도시한다.
도 37 은 사용자가 슈퍼임포즈된 (superimposed) 도 35 의 예시적인 장면을 도시한다.
도 38 은 개가 슈퍼임포즈된 (superimposed) 도 35 의 예시적인 장면을 도시한다.
도 39 는 2 개의 예시적인 뷰들로 분할된 예시적인 디스플레이를 도시한다.
도 40 은 테이블이 슈퍼임포즈된 (superimposed) 도 35 의 예시적인 장면을 도시한다.
도 41 은 굽어진 화살표가 슈퍼임포즈된 (superimposed) 도 35 의 예시적인 장면을 도시한다.
도 42 는 예시적인 도식화된 지도 (schematic map)와 함께 도 35 의 예시적인 장면을 도시한다.
도 43 은 예시적인 조감도로 도 35 의 예시적인 장면을 도시한다.
도 44 는 예시적인 컴퓨터 시스템을 도시한다.
Claims (18)
- 복수의 카메라들로부터 복수의 이미지들을 수신하는 단계 - 상기 복수의 카메라들은 제 1 오리엔테이션을 갖는 제 1 카메라 및 제 2 오리엔테이션을 갖는 제 2 카메라를 포함하고, 상기 복수의 이미지들은 상기 제 1 카메라로부터의 제 1 이미지 및 상기 제 2 카메라로부터의 제 2 이미지를 포함함 - ;
상기 제 1 및 제 2 이미지들 내에서 복수의 특징점들 (feature points) 을 검출하는 단계;
상기 제 1 및 제 2 이미지들 간 오버랩 (overlap) 영역 내에 위치된 대응하는 특징점들 중 하나 이상의 쌍들을 결정하는 단계 - 상기 대응하는 특징점들의 상기 쌍들은 상기 제 1 및 제 2 이미지들 각각으로부터의 상기 특징점들 중 하나를 각각 포함함 - ;
상기 대응하는 특징점들의 각각의 쌍 간의 계산된 오프셋 (offset) 에 기초하여 상기 제 1 또는 제 2 이미지를 공간적으로 보정하는 (spatially adjusting) 단계; 및
상기 공간적 보정에 기초하여 상기 제 1 및 제 2 이미지들을 하나의 병합된 이미지 (merged image) 로 결합하는 단계를 포함하는 방법. - 제 1 항에 있어서,
상기 제 1 및 제 2 이미지들 간 상기 오버랩 영역은 상기 제 1 및 제 2 카메라들 각각의 시계 (Field Of View:FOV) 에서의 오버랩에 비례하는 방법. - 제 1 항에 있어서,
상기 검출하는 단계는:
로컬 명암 그래디언트 (local contrast gradient) 에 기초하여 상기 제 1 및 제 2 이미지들의 하나 이상의 특징들을 검출하는 단계; 및
상기 검출된 특징들의 하나 이상의 특징점들을 추출하는 단계를 포함하는 방법. - 제 3 항에 있어서,
상기 추출하는 단계는 SIFT (scale-invariant feature transform), SURF (speeded up robust features), 또는 ORB (Oriented FAST and Rotated BRIEF) 특징 검출 알고리즘을 이용하는 단계를 포함하는 방법. - 제 1 항에 있어서,
상기 결정하는 단계는:
상기 제 1 및 제 2 이미지들을 미리 결정된 그리드 (pre-determined grid) 에서 미리 결정된 수 (pre-determiend number) 의 영역들로 분할하는 단계;
상기 제 1 이미지의 에지를 따라 위치한 각각의 영역 내에 위치된 특징 점들을 상기 제 2 이미지의 반대 테두리를 따라 위치한 대응하는 영역과 비교하는 단계; 및
상기 에지들의 각각의 영역 내의 특징점들의 패턴에 기초하여 특징점들 중 상기 대응하는 쌍들을 식별하는 단계를 포함하는 방법.
- 제 5 항에 있어서,
상기 에지를 따라 위치한 각각의 영역 내에서의 비교는 각각의 특징점 주변의 미리 결정된 영역 상에서 수행되고, 상기 미리 결정된 영역은 상기 오버랩 영역의 픽셀 수에 기초하는 방법. - 제 6 항에 있어서,
상기 미리 결정된 영역에서 차이들의 제곱의 합이 미리 결정된 임계값보다 작은지 여부를 결정하는 단계를 더 포함하는 방법. - 제 1 항에 있어서,
제 3 카메라로부터 제 3 이미지를 수신하는 단계; 상기 제 3 이미지는 상기 제 1 및 제 2 이미지들과 동일한 시간 기간 동안에 캡쳐되고, 상기 복수의 카메라들은 상기 제 1 오리엔테이션을 갖는 상기 제 3 카메라를 더 포함하고, 상기 제 2 카메라는 상기 제 1 및 제 3 카메라들 사이에 위치되는 방법. - 제 8 항에 있어서,
상기 제 3 이미지 내에서 복수의 특징점들을 검출하는 단계;
상기 제 1 및 제 3 이미지들 간 오버랩 영역과 상기 제 3 이미지 내에 위치된 대응하는 특징점들 중 하나 이상의 쌍들을 결정하는 단계 - 상기 제 1 및 제 3 이미지들의 대응하는 특징점들의 상기 쌍들은 상기 제 1 및 제 3 이미지들 각각으로부터의 상기 특징점들 중 하나를 각각 포함함 - ; 및
상기 제 2 및 제 3 이미지들 간 오버랩 영역 내에 위치된 대응하는 특징 점들 중 하나 이상의 쌍들을 결정하는 단계 - 상기 제 2 및 제 3 이미지들의 대응하는 특징점들의 상기 쌍들은 상기 제 2 및 제 3 이미지들 각각으로부터의 상기 특징 점들 중 하나를 각각 포함함 - 를 더 포함하는 방법. - 제 8 항에 있어서,
상기 제 1 및 제 3 카메라는 카메라들의 스테레오스코픽 쌍을 포함하는 방법. - 제 1 항에 있어서,
제 3 카메라로부터 제 3 이미지를 수신하는 단계; 상기 복수의 카메라들은 상기 제 1 및 제 2 카메라들에 의해 정의되는 면에 직교하는 오리엔테이션을 갖는 제 3 카메라를 더 포함하는 방법. - 제 11 항에 있어서,
상기 병합된 이미지와 상기 제 3 이미지 간 오버랩 영역 내에 위치된 대응하는 특징점들 중 하나 이상의 쌍들을 결정하는 단계 - 대응하는 특징점들의 상기 쌍들은 상기 병합된 이미지와 상기 제 3 이미지 각각으로부터의 상기 특징점들 중 하나를 각각 포함함 - ;
상기 제 3 이미지의 중앙 주변에 방사형 와프 (radial warp) 를 적용하는 단계를 더 포함하고, 상기 제 3 이미지의 상기 중앙은 고정되는 방법. - 제 1 항에 있어서,
상기 계산된 오프셋은, 대응하는 특징점들의 각각의 쌍 간의 공간적 오프셋 (spatial offset) 의 절대값에 비례하는 코스트 함수 (cost function) 를 계산함으로써 계산되는 방법. - 제 1 항에 있어서,
상기 계산된 오프셋은, 하나 이상의 회전축들에 나란한 대응하는 특징 점들의 각각의 쌍 간의 회전성 오프셋 (rotational offset) 에 비례하는 코스트 함수 (cost function) 을 계산함으로써 계산되는 방법. - 제 1 항에 있어서,
상기 제 2 오리엔테이션은 상기 제 1 오리엔테이션과 상이하고, 각각의 이미지는 동일한 시간 기간 동안에 캡쳐되는 방법. - 제 1 항에 있어서,
상기 제 1 및 제 2 이미지들을 결합하는 단계는:
상기 오버랩 영역에서 에지를 검출하는 단계; 및
상기 에지에 그래디언트 (gradient) 를 적용하는 단계를 포함하는 방법. - 명령들 (instructions) 을 구현하는 하나 이상의 비일시적 컴퓨터 판독 가능 저장 매체 (non-transitory computer-readable storage media) 로서, 상기 명령들은 실행될 때:
복수의 카메라들로부터 복수의 이미지들을 수신하고 - 상기 복수의 카메라들은 제 1 오리엔테이션을 갖는 제 1 카메라 및 제 2 오리엔테이션을 갖는 제 2 카메라를 포함하고, 상기 복수의 이미지들은 상기 제 1 카메라로부터의 제 1 이미지 및 상기 제 2 카메라로부터의 제 2 이미지를 포함함 - ;
상기 제 1 및 제 2 이미지들 내에서 복수의 특징점들을 검출하고;
상기 제 1 및 제 2 이미지들 간 오버랩 영역 내에 위치된 대응하는 특징점들 중 하나 이상의 쌍들을 결정하고 - 대응하는 특징점들의 상기 쌍들은 상기 제 1 및 제 2 이미지들 각각으로부터의 상기 특징점들 중 하나를 각각 포함함 - ;
대응하는 특징점들의 각각의 쌍 간의 계산된 오프셋에 기초하여 상기 제 1 또는 제 2 이미지를 공간적으로 보정하고 (spatially adjusting);
상기 공간적 보정에 기초하여 상기 제 1 및 제 2 이미지들을 하나의 병합된 이미지로 결합하도록 작동 가능한 매체. - 장치로서:
명령들을 구현하는 하나 이상의 비일시적 컴퓨터 판독 가능 저장 매체 (non-transitory computer-readable storage media); 및
상기 저장 매체에 커플링되고 상기 명령들을 실행하도록 구성된 하나 이상의 프로세서들을 포함하고, 상기 프로세서들은 상기 명령들을 실행하여:
복수의 카메라들로부터 복수의 이미지들을 수신하고 - 상기 복수의 카메라들은 제 1 오리엔테이션을 갖는 제 1 카메라 및 제 2 오리엔테이션을 갖는 제 2 카메라를 포함하고, 상기 복수의 이미지들은 상기 제 1 카메라로부터의 제 1 이미지 및 상기 제 2 카메라로부터의 제 2 이미지를 포함함 - ;
상기 제 1 및 제 2 이미지들 내에서 복수의 특징점들을 검출하고;
상기 제 1 및 제 2 이미지들 간 오버랩 영역 내에 위치된 대응하는 특징점들 중 하나 이상의 쌍들을 결정하고 - 대응하는 특징점들의 상기 쌍들은 상기 제 1 및 제 2 이미지들 각각으로부터의 상기 특징점들 중 하나를 각각 포함함 - ;
대응하는 특징점들의 각각의 쌍 간의 계산된 오프셋에 기초하여 상기 제 1 또는 제 2 이미지를 공간적으로 보정하고 (spatially adjusting);
상기 공간적 보정에 기초하여 상기 제 1 및 제 2 이미지들을 하나의 병합된 이미지로 결합하도록 구성된 장치.
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