ISP Pipeline for Computer Vision

来自康奈尔大学和卡内基梅隆大学的研究人员提出了一种针对计算机视觉应用重新配置传统图像信号处理(ISP)的方法。他们质疑在某些视觉任务中使用传统ISP的必要性,并探讨了如何根据特定的应用需求来调整和优化影像处理流程。

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[转] http://image-sensors-world.blogspot.com/2017/05/isp-pipeline-for-computer-vision.html


Arxiv.org paper "Reconfiguring the Imaging Pipeline for Computer Vision" by Mark Buckler, Suren Jayasuriya, and Adrian Sampson from Cornell and Carnegie Mellon Universities questions the necessity of a traditional ISP in vision applications:



### ISP (Internet Service Provider) Pipeline Process in Network Infrastructure In the context of network infrastructure, an Internet Service Provider (ISP) plays a crucial role by providing access to the internet through various technologies and protocols. The pipeline or workflow that ISPs follow involves several key components and processes. #### Access Points and Connections ISPs establish multiple points-of-presence (POP), which serve as connection hubs where users can connect to the provider’s network[^1]. These POPs are strategically located across different geographic areas to ensure wide coverage and reliable connectivity. Users typically connect via broadband connections such as DSL, cable modems, fiber optics, or wireless links depending on their location and service offerings from the ISP. #### Data Transmission Through Routers and Gateways Once connected at a POP, data packets travel through routers and gateways managed by the ISP. Routers direct traffic between networks while maintaining security policies enforced by firewalls placed within these devices. This ensures efficient routing of information along with protection against unauthorized access attempts targeting customer premises equipment (CPE). #### Encryption and Authentication Mechanisms To safeguard transmitted content over public networks like those used extensively today due to increased mobility trends among end-users; encryption techniques alongside robust authentication mechanisms play vital roles throughout this entire process chain provided by ISPs. ```python import socket def send_data_to_isp(data_packet): """ Simulates sending encrypted/authenticated packet to ISP. Args: data_packet (bytes): Encrypted byte stream representing user's request Returns: bool: True if successful transmission else False """ try: sock = socket.socket(socket.AF_INET, socket.SOCK_STREAM) server_address = ('isp_gateway', 8080) sock.connect(server_address) # Send authenticated/encrypted message sock.sendall(data_packet) response = sock.recv(1024).decode('utf-8') return "Success" in response except Exception as e: print(f"Error during communication: {e}") return False ``` The above code snippet demonstrates how one might simulate establishing secure communications with an ISP using Python sockets library functions for educational purposes only—not intended for actual implementation without proper configuration management practices applied beforehand!
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