{"id":23084717,"url":"https://github.com/saanidhyam/food-calories-estimation-using-image-processing","last_synced_at":"2026-02-19T12:33:22.760Z","repository":{"id":266658334,"uuid":"898958972","full_name":"SaanidhyaM/Food-Calories-Estimation-Using-Image-Processing","owner":"SaanidhyaM","description":"food detection and calorie estimator using cnn and foodd dataset","archived":false,"fork":false,"pushed_at":"2024-12-17T09:43:46.000Z","size":1501,"stargazers_count":1,"open_issues_count":0,"forks_count":1,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-04-30T15:27:25.996Z","etag":null,"topics":["cnn","python","tensorflow"],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/SaanidhyaM.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2024-12-05T11:06:41.000Z","updated_at":"2024-12-17T09:43:49.000Z","dependencies_parsed_at":"2024-12-05T12:29:59.502Z","dependency_job_id":"4a8d9e80-eb3a-48ad-b8e8-ea690d3ab622","html_url":"https://github.com/SaanidhyaM/Food-Calories-Estimation-Using-Image-Processing","commit_stats":null,"previous_names":["saanidhyam/food-calories-estimation-using-image-processing"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/SaanidhyaM%2FFood-Calories-Estimation-Using-Image-Processing","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/SaanidhyaM%2FFood-Calories-Estimation-Using-Image-Processing/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/SaanidhyaM%2FFood-Calories-Estimation-Using-Image-Processing/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/SaanidhyaM%2FFood-Calories-Estimation-Using-Image-Processing/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/SaanidhyaM","download_url":"https://codeload.github.com/SaanidhyaM/Food-Calories-Estimation-Using-Image-Processing/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":251731103,"owners_count":21634504,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["cnn","python","tensorflow"],"created_at":"2024-12-16T16:42:44.971Z","updated_at":"2026-02-19T12:33:22.713Z","avatar_url":"https://github.com/SaanidhyaM.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Minimum Requirements\n1)\tWindows 10 Pro CPU\n2)\tAnaconda Distribution 4.6.11\n3)\tPython\n4)\tTensorflow\n5)\tTflearn\n# Dataset Used\nFOODD - (https://www.kaggle.com/datasets/darsh22blc1378/foodd-ieee-datasets)\n# Setup\n1.\tRun the following command in the terminal\n“!pip uninstall tflearn\n  !pip install git+https://github.com/MihaMarkic/tflearn.git@fix/is_sequence_missing\n  !pip install Pillow==9.5.0” \n2.\tDownload data from the above FOODD link under the folder FOODD and run\n“train.py”\n3.\tThis trains the model present in “cnn_model.py”\n4.\tCalorie calculation and food item detection is done by “calorie.py” and “image_segment.py”. A separate folder will be created named images, showcasing the actions done on test image once you follow the next setup instruction. \n5.\tRun “demo.py” to see the model result for “test_image.jpg”\n# Limitations\n1.\tActual weight and calories can’t be found due to image quality\n2.\tDifficult to find an appropriate angle between the fruit and the camera\n3.\tLighting conditions i.e pixel changes with respect to light\n# Scope Of Improvement\n1.\tEstimate the calories from all types of fruits and foods.\n2.\tMinimize error of calorie estimation\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsaanidhyam%2Ffood-calories-estimation-using-image-processing","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fsaanidhyam%2Ffood-calories-estimation-using-image-processing","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fsaanidhyam%2Ffood-calories-estimation-using-image-processing/lists"}