we can upload photos using Facebook graph API with Multipart.
I am using retrofit library for network call
public interface ApiInterface {
    @Multipart
    @POST("/{id}/photos")
    Call<UserModelResponse> uploadPhoto(@Part MultipartBody.Part image, @Path("id")String pageId, @Query("access_token") String token);
}
can upload multiple images
public class ApiCall {
private ApiInterface apiService;
private Context context;
public ApiCall(Context context) {
    this.context = context;
}
public ApiInterface getRetroFitService() {
    HttpLoggingInterceptor interceptor = new HttpLoggingInterceptor();
    interceptor.setLevel(HttpLoggingInterceptor.Level.BODY);
    OkHttpClient client = new OkHttpClient.Builder().addInterceptor(interceptor).build();
    Gson gson = new GsonBuilder().create();
    Retrofit builder = new Retrofit.Builder()
            .baseUrl("https://graph.facebook.com")
            .client(client)
            .addConverterFactory(GsonConverterFactory.create(gson))
            .build();
    apiService = builder.create(ApiInterface.class);
    return apiService;
}
public void uploadImageToFBPage(String pageId, ArrayList<Parcelable> path) throws IOException {
    for (Parcelable parcelable : path) {
        MultipartBody.Part body = prepareFilePart("source", (Uri) parcelable);
        SharedPreferences sharedPreferences = context.getSharedPreferences(PREFERENCE, Context.MODE_PRIVATE);
        String token = sharedPreferences.getString("token", "");
        Call<UserModelResponse> call = apiService.uploadPhoto(body, pageId, token);
        call.enqueue(new Callback<UserModelResponse>() {
            @Override
            public void onResponse
                    (Call<UserModelResponse> call, Response<UserModelResponse> response) {
                if (response.errorBody() == null) {
                    Toast.makeText(context, "Image upload Success", Toast.LENGTH_SHORT).show();
                } else {
                    onFailure(call, new Exception());
                }
            }
            @Override
            public void onFailure(Call<UserModelResponse> call, Throwable t) {
                Toast.makeText(context, "Image upload Fail", Toast.LENGTH_SHORT).show();
            }
        });
    }
}
@NonNull
private MultipartBody.Part prepareFilePart(String partName, Uri fileUri) {
    // https://github.com/iPaulPro/aFileChooser/blob/master/aFileChooser/src/com/ipaulpro/afilechooser/utils/FileUtils.java
    // use the FileUtils to get the actual file by uri
    File file = FileUtils.getFile(context, fileUri);
    // create RequestBody instance from file
    RequestBody requestFile = RequestBody.create(MediaType.parse(context.getContentResolver().getType(fileUri)), file);
    // MultipartBody.Part is used to send also the actual file name
    return MultipartBody.Part.createFormData(partName, file.getName(), requestFile);
}
 }